From 78be20a0887fd6eddcd703fcc0dc863b700b0613 Mon Sep 17 00:00:00 2001
From: gongchunyi <deslre0381@gmail.com>
Date: 星期四, 28 五月 2026 16:30:40 +0800
Subject: [PATCH] fix: 去除AI与个推

---
 /dev/null                                                       |   43 ---------------------
 src/main/resources/application-jhy.yml                          |    5 +-
 src/main/java/com/ruoyi/basic/task/ReturnVisitReminderTask.java |    4 +-
 pom.xml                                                         |   47 -----------------------
 4 files changed, 5 insertions(+), 94 deletions(-)

diff --git a/pom.xml b/pom.xml
index d2a7ca5..2dcdd01 100644
--- a/pom.xml
+++ b/pom.xml
@@ -52,25 +52,11 @@
         <mybatis-plus.version>3.5.16</mybatis-plus.version>
         <jsqlparser.version>4.9</jsqlparser.version>
         <thumbnailator.version>0.4.20</thumbnailator.version>
-        <langchain4j.version>1.0.0-beta3</langchain4j.version>
+
     </properties>
 
     <dependencyManagement>
         <dependencies>
-            <dependency>
-                <groupId>dev.langchain4j</groupId>
-                <artifactId>langchain4j-bom</artifactId>
-                <version>${langchain4j.version}</version>
-                <type>pom</type>
-                <scope>import</scope>
-            </dependency>
-            <dependency>
-                <groupId>dev.langchain4j</groupId>
-                <artifactId>langchain4j-community-bom</artifactId>
-                <version>${langchain4j.version}</version>
-                <type>pom</type>
-                <scope>import</scope>
-            </dependency>
         </dependencies>
     </dependencyManagement>
 
@@ -139,38 +125,7 @@
             <artifactId>commons-pool2</artifactId>
         </dependency>
 
-        <dependency>
-            <groupId>dev.langchain4j</groupId>
-            <artifactId>langchain4j-spring-boot-starter</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>dev.langchain4j</groupId>
-            <artifactId>langchain4j-pinecone</artifactId>
-        </dependency>
 
-        <dependency>
-            <groupId>dev.langchain4j</groupId>
-            <artifactId>langchain4j-open-ai-spring-boot-starter</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>dev.langchain4j</groupId>
-            <artifactId>langchain4j-reactor</artifactId>
-        </dependency>
-
-        <dependency>
-            <groupId>dev.langchain4j</groupId>
-            <artifactId>langchain4j-ollama-spring-boot-starter</artifactId>
-        </dependency>
-
-        <dependency>
-            <groupId>dev.langchain4j</groupId>
-            <artifactId>langchain4j-community-dashscope-spring-boot-starter</artifactId>
-        </dependency>
-
-        <dependency>
-            <groupId>dev.langchain4j</groupId>
-            <artifactId>langchain4j-mcp</artifactId>
-        </dependency>
 
         <!-- Mysql椹卞姩鍖� -->
         <dependency>
diff --git a/src/main/java/com/ruoyi/ai/assistant/FinancialAgent.java b/src/main/java/com/ruoyi/ai/assistant/FinancialAgent.java
deleted file mode 100644
index 875b98d..0000000
--- a/src/main/java/com/ruoyi/ai/assistant/FinancialAgent.java
+++ /dev/null
@@ -1,22 +0,0 @@
-package com.ruoyi.ai.assistant;
-
-import dev.langchain4j.service.MemoryId;
-import dev.langchain4j.service.SystemMessage;
-import dev.langchain4j.service.UserMessage;
-import dev.langchain4j.service.V;
-import dev.langchain4j.service.spring.AiService;
-import reactor.core.publisher.Flux;
-
-import static dev.langchain4j.service.spring.AiServiceWiringMode.EXPLICIT;
-
-@AiService(
-        wiringMode = EXPLICIT,
-        streamingChatModel = "qwenStreamingChatModel",
-        chatMemoryProvider = "chatMemoryProviderFinancial",
-        tools = "financialAgentTools"
-)
-public interface FinancialAgent {
-
-    @SystemMessage(fromResource = "financial-agent-prompt.txt")
-    Flux<String> chat(@MemoryId String memoryId, @UserMessage String userMessage, @V("currentDate") String currentDate);
-}
diff --git a/src/main/java/com/ruoyi/ai/assistant/FinancialIntentExecutor.java b/src/main/java/com/ruoyi/ai/assistant/FinancialIntentExecutor.java
deleted file mode 100644
index 9afadff..0000000
--- a/src/main/java/com/ruoyi/ai/assistant/FinancialIntentExecutor.java
+++ /dev/null
@@ -1,266 +0,0 @@
-package com.ruoyi.ai.assistant;
-
-import com.ruoyi.ai.tools.FinancialAgentTools;
-import org.springframework.stereotype.Component;
-import org.springframework.util.StringUtils;
-
-import java.time.LocalDate;
-import java.time.YearMonth;
-import java.time.format.DateTimeFormatter;
-import java.util.regex.Matcher;
-import java.util.regex.Pattern;
-
-@Component
-public class FinancialIntentExecutor {
-
-    private static final DateTimeFormatter DATE_FMT = DateTimeFormatter.ofPattern("yyyy-MM-dd");
-    private static final Pattern LIMIT_PATTERN = Pattern.compile("(鍓峾鏈�杩�)?\\s*(\\d{1,2})\\s*鏉�");
-    private static final Pattern DATE_PATTERN = Pattern.compile("(\\d{4}-\\d{2}-\\d{2})");
-    private static final Pattern RELATIVE_DAY_PATTERN = Pattern.compile("(杩憒鏈�杩�)?\\s*(\\d{1,3})\\s*澶�");
-
-    private final FinancialAgentTools financialAgentTools;
-
-    public FinancialIntentExecutor(FinancialAgentTools financialAgentTools) {
-        this.financialAgentTools = financialAgentTools;
-    }
-
-    public String tryExecute(String memoryId, String message) {
-        if (!StringUtils.hasText(message)) {
-            return null;
-        }
-        String text = message.trim();
-
-        String quickPromptResponse = tryExecuteQuickPrompt(memoryId, text);
-        if (StringUtils.hasText(quickPromptResponse)) {
-            return quickPromptResponse;
-        }
-
-        DateRange dateRange = extractDateRange(text);
-        Integer limit = extractLimit(text);
-        String keyword = extractKeyword(text);
-        String startDate = dateRange.startDate();
-        String endDate = dateRange.endDate();
-        String timeRange = dateRange.label();
-
-        if (containsAny(text, "鎴愭湰鏍哥畻", "浜у搧鎴愭湰", "宸ュ簭鎴愭湰", "浜哄伐鎴愭湰", "鎶樻棫", "鏉愭枡鎹熻��")) {
-            return financialAgentTools.calculateIntelligentCost(memoryId, startDate, endDate, timeRange, keyword, limit);
-        }
-        if (containsAny(text, "鍒╂鼎鍒嗘瀽", "璁㈠崟鍒╂鼎", "浜忔崯璁㈠崟", "浣庡埄娑�",
-                "鏈�璧氶挶瀹㈡埛", "鍝釜瀹㈡埛鏈�璧氶挶", "瀹㈡埛鏈�璧氶挶", "鍒╂鼎鏈�楂樺鎴�", "鍒╂鼎璐$尞鏈�楂樺鎴�", "鍒╂鼎涓嬮檷")) {
-            return financialAgentTools.analyzeOrderProfit(memoryId, startDate, endDate, timeRange, keyword, limit);
-        }
-        if (containsAny(text, "搴撳瓨璧勯噾", "搴撳瓨绉帇", "鍛嗘粸搴撳瓨", "璧勯噾鍗犵敤", "鍛ㄨ浆鐜�", "搴撳瓨鍛ㄨ浆")) {
-            return financialAgentTools.analyzeInventoryCapital(memoryId, startDate, endDate, timeRange, keyword, limit);
-        }
-        if (containsAny(text, "鐜伴噾娴�", "鍥炴椋庨櫓", "浠樻鍘嬪姏", "璧勯噾缂哄彛", "搴旀敹", "搴斾粯", "鍥炴棰勬祴")) {
-            return financialAgentTools.forecastCashFlow(memoryId, startDate, endDate, timeRange, limit);
-        }
-        if (containsAny(text, "寮傚父棰勮", "缁忚惀寮傚父", "椋庨櫓棰勮", "鎴愭湰寮傚父", "鍒╂鼎寮傚父", "鍥炴寮傚父", "璁㈠崟椋庨櫓")) {
-            return financialAgentTools.detectBusinessAnomalies(memoryId, startDate, endDate, timeRange, limit);
-        }
-        if (containsAny(text, "椹鹃┒鑸�", "缁忚惀鐪嬫澘", "缁忚惀鎬昏", "缁忚惀浠〃鐩�", "缁忚惀澶х洏")) {
-            return financialAgentTools.getBusinessCockpit(memoryId, startDate, endDate, timeRange);
-        }
-        if (containsAny(text, "鏃ユ姤", "鍛ㄦ姤", "缁忚惀鎶ュ憡", "鍒嗘瀽鎶ュ憡")) {
-            return financialAgentTools.generateOperationReport(memoryId, startDate, endDate, timeRange,
-                    containsAny(text, "鍛ㄦ姤") ? "weekly" : "daily");
-        }
-        if (containsAny(text, "涓氳储铻嶅悎", "涓氳储鑱斿姩", "鍙e緞", "鎸囨爣瑙i噴", "涓轰粈涔�")) {
-            return financialAgentTools.retrieveFinancialKnowledge(memoryId, text);
-        }
-        return null;
-    }
-
-    private String tryExecuteQuickPrompt(String memoryId, String text) {
-        String normalized = normalizeForMatch(text);
-        if ("鏌ョ湅鏈湀缁忚惀椹鹃┒鑸�".equals(normalized) || "鏌ョ湅缁忚惀椹鹃┒鑸�".equals(normalized)) {
-            DateRange range = monthRange();
-            return financialAgentTools.getBusinessCockpit(memoryId, range.startDate(), range.endDate(), range.label());
-        }
-        if ("鏌ヨ杩�30澶╀簭鎹熻鍗�".equals(normalized) || "鍝釜璁㈠崟浜忔崯".equals(normalized)) {
-            DateRange range = recentDaysRange(30);
-            return financialAgentTools.analyzeOrderProfit(memoryId, range.startDate(), range.endDate(), range.label(), null, 20);
-        }
-        if ("鐢熸垚鏈懆缁忚惀鍛ㄦ姤".equals(normalized) || "鐢熸垚鍛ㄦ姤".equals(normalized)) {
-            DateRange range = weekRange();
-            return financialAgentTools.generateOperationReport(memoryId, range.startDate(), range.endDate(), range.label(), "weekly");
-        }
-        if ("涓轰粈涔堝埄娑︿笅闄�".equals(normalized)) {
-            DateRange range = monthRange();
-            return financialAgentTools.analyzeOrderProfit(memoryId, range.startDate(), range.endDate(), range.label(), null, 20);
-        }
-        if ("鍝釜瀹㈡埛鏈�璧氶挶".equals(normalized)
-                || "鏈�杩戝摢涓鎴锋渶璧氶挶".equals(normalized)
-                || "鏈湀鍝釜瀹㈡埛鏈�璧氶挶".equals(normalized)
-                || "杩�30澶╁摢涓鎴锋渶璧氶挶".equals(normalized)
-                || "鍝釜瀹㈡埛鍒╂鼎鏈�楂�".equals(normalized)
-                || "鍝釜瀹㈡埛鍒╂鼎璐$尞鏈�楂�".equals(normalized)) {
-            DateRange range = extractDateRange(text);
-            return financialAgentTools.analyzeOrderProfit(memoryId, range.startDate(), range.endDate(), range.label(), null, 20);
-        }
-        return null;
-    }
-
-    private boolean containsAny(String text, String... keywords) {
-        for (String keyword : keywords) {
-            if (text.contains(keyword)) {
-                return true;
-            }
-        }
-        return false;
-    }
-
-    private Integer extractLimit(String text) {
-        Matcher matcher = LIMIT_PATTERN.matcher(text);
-        return matcher.find() ? Integer.parseInt(matcher.group(2)) : 10;
-    }
-
-    private DateRange extractDateRange(String text) {
-        Matcher matcher = DATE_PATTERN.matcher(text);
-        if (matcher.find()) {
-            String first = matcher.group(1);
-            String second = matcher.find() ? matcher.group(1) : first;
-            return buildDateRange(first, second, first + "鑷�" + second);
-        }
-        if (text.contains("鏈湀")) {
-            return monthRange();
-        }
-        if (text.contains("涓婃湀")) {
-            return lastMonthRange();
-        }
-        if (text.contains("鏈勾") || text.contains("浠婂勾")) {
-            return yearRange();
-        }
-        if (text.contains("鏈懆")) {
-            return weekRange();
-        }
-        Matcher relativeDayMatcher = RELATIVE_DAY_PATTERN.matcher(text);
-        if (relativeDayMatcher.find()) {
-            int days = Integer.parseInt(relativeDayMatcher.group(2));
-            return recentDaysRange(days);
-        }
-        return new DateRange(null, null, "杩�30澶�");
-    }
-
-    private DateRange buildDateRange(String start, String end, String label) {
-        LocalDate startDate = parseDate(start);
-        LocalDate endDate = parseDate(end);
-        if (startDate == null || endDate == null) {
-            return new DateRange(null, null, "杩�30澶�");
-        }
-        if (startDate.isAfter(endDate)) {
-            LocalDate temp = startDate;
-            startDate = endDate;
-            endDate = temp;
-        }
-        return new DateRange(formatDate(startDate), formatDate(endDate), label);
-    }
-
-    private DateRange recentDaysRange(int days) {
-        LocalDate end = LocalDate.now();
-        int safeDays = Math.max(days, 1);
-        LocalDate start = end.minusDays(safeDays - 1L);
-        return new DateRange(formatDate(start), formatDate(end), "杩�" + safeDays + "澶�");
-    }
-
-    private DateRange monthRange() {
-        LocalDate today = LocalDate.now();
-        return new DateRange(formatDate(today.withDayOfMonth(1)), formatDate(today), "鏈湀");
-    }
-
-    private DateRange weekRange() {
-        LocalDate today = LocalDate.now();
-        LocalDate start = today.minusDays(today.getDayOfWeek().getValue() - 1L);
-        return new DateRange(formatDate(start), formatDate(today), "鏈懆");
-    }
-
-    private DateRange lastMonthRange() {
-        YearMonth lastMonth = YearMonth.now().minusMonths(1);
-        return new DateRange(formatDate(lastMonth.atDay(1)), formatDate(lastMonth.atEndOfMonth()), "涓婃湀");
-    }
-
-    private DateRange yearRange() {
-        LocalDate today = LocalDate.now();
-        return new DateRange(formatDate(today.withDayOfYear(1)), formatDate(today), "浠婂勾");
-    }
-
-    private LocalDate parseDate(String text) {
-        try {
-            return LocalDate.parse(text, DATE_FMT);
-        } catch (Exception ignored) {
-            return null;
-        }
-    }
-
-    private String formatDate(LocalDate date) {
-        return date == null ? null : date.format(DATE_FMT);
-    }
-
-    private String normalizeForMatch(String text) {
-        if (!StringUtils.hasText(text)) {
-            return "";
-        }
-        return text.replace("锛�", "")
-                .replace(",", "")
-                .replace("銆�", "")
-                .replace(".", "")
-                .replace("锛�", "")
-                .replace("!", "")
-                .replace("锛�", "")
-                .replace("?", "")
-                .replace("锛�", "")
-                .replace(":", "")
-                .replace("锛�", "")
-                .replace(";", "")
-                .replace(" ", "")
-                .trim();
-    }
-
-    private String extractKeyword(String text) {
-        String cleaned = text
-                .replace("鏌ヨ", "")
-                .replace("鏌ョ湅", "")
-                .replace("鐪嬩笅", "")
-                .replace("鐪嬬湅", "")
-                .replace("甯垜", "")
-                .replace("璇�", "")
-                .replace("涓�涓�", "")
-                .replace("涓轰粈涔�", "")
-                .replace("鍝釜瀹㈡埛鏈�璧氶挶", "")
-                .replace("鏈�杩戝摢涓鎴锋渶璧氶挶", "")
-                .replace("鏈湀鍝釜瀹㈡埛鏈�璧氶挶", "")
-                .replace("杩�30澶╁摢涓鎴锋渶璧氶挶", "")
-                .replace("鏈�璧氶挶瀹㈡埛", "")
-                .replace("瀹㈡埛鏈�璧氶挶", "")
-                .replace("鍝釜瀹㈡埛鍒╂鼎鏈�楂�", "")
-                .replace("鍒╂鼎鏈�楂樺鎴�", "")
-                .replace("鍝釜瀹㈡埛鍒╂鼎璐$尞鏈�楂�", "")
-                .replace("鍒╂鼎璐$尞鏈�楂樺鎴�", "")
-                .replace("鏈湀", "")
-                .replace("鏈懆", "")
-                .replace("鏈勾", "")
-                .replace("浠婂勾", "")
-                .replace("涓婃湀", "")
-                .replace("杩�30澶�", "")
-                .replace("杩�7澶�", "")
-                .replace("杩�90澶�", "")
-                .replace("鍓�10鏉�", "")
-                .replace("鏈�杩�10鏉�", "")
-                .replace("鍓�20鏉�", "")
-                .replace("鏈�杩�20鏉�", "")
-                .replace("璁㈠崟鍒╂鼎鍒嗘瀽", "")
-                .replace("鍒╂鼎鍒嗘瀽", "")
-                .replace("搴撳瓨璧勯噾鍒嗘瀽", "")
-                .replace("鐜伴噾娴侀娴�", "")
-                .replace("缁忚惀椹鹃┒鑸�", "")
-                .replace("鏃ユ姤", "")
-                .replace("鍛ㄦ姤", "")
-                .replace("寮傚父棰勮", "")
-                .replace("鏉�", "")
-                .trim();
-        return cleaned.length() >= 2 ? cleaned : null;
-    }
-
-    private record DateRange(String startDate, String endDate, String label) {
-    }
-}
diff --git a/src/main/java/com/ruoyi/ai/config/FinancialAgentConfig.java b/src/main/java/com/ruoyi/ai/config/FinancialAgentConfig.java
deleted file mode 100644
index 0706e74..0000000
--- a/src/main/java/com/ruoyi/ai/config/FinancialAgentConfig.java
+++ /dev/null
@@ -1,20 +0,0 @@
-package com.ruoyi.ai.config;
-
-import com.ruoyi.ai.store.MongoChatMemoryStore;
-import dev.langchain4j.memory.chat.ChatMemoryProvider;
-import dev.langchain4j.memory.chat.MessageWindowChatMemory;
-import org.springframework.context.annotation.Bean;
-import org.springframework.context.annotation.Configuration;
-
-@Configuration
-public class FinancialAgentConfig {
-
-    @Bean
-    ChatMemoryProvider chatMemoryProviderFinancial(MongoChatMemoryStore mongoChatMemoryStore) {
-        return memoryId -> MessageWindowChatMemory.builder()
-                .id(memoryId)
-                .maxMessages(40)
-                .chatMemoryStore(mongoChatMemoryStore)
-                .build();
-    }
-}
diff --git a/src/main/java/com/ruoyi/ai/controller/FinancialAiController.java b/src/main/java/com/ruoyi/ai/controller/FinancialAiController.java
deleted file mode 100644
index 0680713..0000000
--- a/src/main/java/com/ruoyi/ai/controller/FinancialAiController.java
+++ /dev/null
@@ -1,116 +0,0 @@
-package com.ruoyi.ai.controller;
-
-import com.ruoyi.ai.assistant.FinancialAgent;
-import com.ruoyi.ai.assistant.FinancialIntentExecutor;
-import com.ruoyi.ai.bean.ChatForm;
-import com.ruoyi.ai.context.AiSessionUserContext;
-import com.ruoyi.ai.service.AiChatSessionService;
-import com.ruoyi.ai.store.MongoChatMemoryStore;
-import com.ruoyi.common.utils.SecurityUtils;
-import com.ruoyi.common.utils.StringUtils;
-import com.ruoyi.framework.aspectj.lang.annotation.Log;
-import com.ruoyi.framework.aspectj.lang.enums.BusinessType;
-import com.ruoyi.framework.security.LoginUser;
-import com.ruoyi.framework.web.controller.BaseController;
-import com.ruoyi.framework.web.domain.AjaxResult;
-import dev.langchain4j.data.message.AiMessage;
-import dev.langchain4j.data.message.UserMessage;
-import io.swagger.v3.oas.annotations.Operation;
-import io.swagger.v3.oas.annotations.tags.Tag;
-import org.springframework.web.bind.annotation.DeleteMapping;
-import org.springframework.web.bind.annotation.GetMapping;
-import org.springframework.web.bind.annotation.PathVariable;
-import org.springframework.web.bind.annotation.PostMapping;
-import org.springframework.web.bind.annotation.RequestBody;
-import org.springframework.web.bind.annotation.RequestMapping;
-import org.springframework.web.bind.annotation.RestController;
-import reactor.core.publisher.Flux;
-
-import java.time.LocalDate;
-import java.time.ZoneId;
-import java.time.format.DateTimeFormatter;
-import java.util.List;
-
-@Tag(name = "璐㈠姟鏅鸿兘浣�")
-@RestController
-@RequestMapping("/financial-ai")
-public class FinancialAiController extends BaseController {
-
-    private static final DateTimeFormatter CURRENT_DATE_FMT = DateTimeFormatter.ofPattern("yyyy-MM-dd");
-    private static final ZoneId CHINA_ZONE_ID = ZoneId.of("Asia/Shanghai");
-
-    private final FinancialAgent financialAgent;
-    private final FinancialIntentExecutor financialIntentExecutor;
-    private final AiSessionUserContext aiSessionUserContext;
-    private final MongoChatMemoryStore mongoChatMemoryStore;
-    private final AiChatSessionService aiChatSessionService;
-
-    public FinancialAiController(FinancialAgent financialAgent,
-                                 FinancialIntentExecutor financialIntentExecutor,
-                                 AiSessionUserContext aiSessionUserContext,
-                                 MongoChatMemoryStore mongoChatMemoryStore,
-                                 AiChatSessionService aiChatSessionService) {
-        this.financialAgent = financialAgent;
-        this.financialIntentExecutor = financialIntentExecutor;
-        this.aiSessionUserContext = aiSessionUserContext;
-        this.mongoChatMemoryStore = mongoChatMemoryStore;
-        this.aiChatSessionService = aiChatSessionService;
-    }
-
-    @Operation(summary = "璐㈠姟鏅鸿兘浣撳璇�")
-    @Log(title = "璐㈠姟鏅鸿兘浣撳璇�", businessType = BusinessType.OTHER)
-    @PostMapping(value = "/chat", produces = "text/stream;charset=utf-8")
-    public Flux<String> chat(@RequestBody ChatForm chatForm) {
-        if (!StringUtils.hasText(chatForm.getMemoryId())) {
-            return Flux.just("memoryId涓嶈兘涓虹┖");
-        }
-        if (!StringUtils.hasText(chatForm.getMessage())) {
-            return Flux.just("message涓嶈兘涓虹┖");
-        }
-
-        LoginUser loginUser = SecurityUtils.getLoginUser();
-        String memoryId = chatForm.getMemoryId();
-        String userMessage = chatForm.getMessage();
-
-        aiSessionUserContext.bind(memoryId, loginUser);
-        aiChatSessionService.touchSession(memoryId, loginUser, userMessage);
-
-        String directResponse = financialIntentExecutor.tryExecute(memoryId, userMessage);
-        if (StringUtils.isNotEmpty(directResponse)) {
-            mongoChatMemoryStore.appendMessages(
-                    memoryId,
-                    List.of(UserMessage.from(userMessage), AiMessage.from(directResponse))
-            );
-            aiChatSessionService.refreshSessionStats(memoryId, loginUser);
-            return Flux.just(directResponse);
-        }
-
-        return financialAgent.chat(memoryId, userMessage, currentDateForPrompt())
-                .doOnComplete(() -> aiChatSessionService.refreshSessionStats(memoryId, loginUser))
-                .doOnError(ex -> aiChatSessionService.refreshSessionStats(memoryId, loginUser));
-    }
-
-    @Operation(summary = "璐㈠姟鏅鸿兘浣撲細璇濆垪琛�")
-    @GetMapping("/history/sessions")
-    public AjaxResult listSessions() {
-        return success(aiChatSessionService.listCurrentUserSessions(SecurityUtils.getLoginUser()));
-    }
-
-    @Operation(summary = "璐㈠姟鏅鸿兘浣撲細璇濇秷鎭�")
-    @GetMapping("/history/messages/{memoryId}")
-    public AjaxResult listMessages(@PathVariable String memoryId) {
-        return success(aiChatSessionService.listCurrentUserMessages(memoryId, SecurityUtils.getLoginUser()));
-    }
-
-    @Operation(summary = "鍒犻櫎璐㈠姟鏅鸿兘浣撲細璇�")
-    @Log(title = "鍒犻櫎璐㈠姟鏅鸿兘浣撲細璇�", businessType = BusinessType.DELETE)
-    @DeleteMapping("/history/{memoryId}")
-    public AjaxResult deleteSession(@PathVariable String memoryId) {
-        aiSessionUserContext.remove(memoryId);
-        return toAjax(aiChatSessionService.deleteCurrentUserSession(memoryId, SecurityUtils.getLoginUser()));
-    }
-
-    private String currentDateForPrompt() {
-        return LocalDate.now(CHINA_ZONE_ID).format(CURRENT_DATE_FMT);
-    }
-}
diff --git a/src/main/java/com/ruoyi/ai/tools/FinancialAgentTools.java b/src/main/java/com/ruoyi/ai/tools/FinancialAgentTools.java
deleted file mode 100644
index 900242b..0000000
--- a/src/main/java/com/ruoyi/ai/tools/FinancialAgentTools.java
+++ /dev/null
@@ -1,2226 +0,0 @@
-package com.ruoyi.ai.tools;
-
-import com.alibaba.fastjson2.JSON;
-import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
-import com.baomidou.mybatisplus.core.toolkit.support.SFunction;
-import com.ruoyi.account.mapper.AccountStatementMapper;
-import com.ruoyi.account.mapper.purchase.AccountPurchasePaymentMapper;
-import com.ruoyi.account.mapper.sales.AccountSalesCollectionMapper;
-import com.ruoyi.account.pojo.AccountStatement;
-import com.ruoyi.account.pojo.purchase.AccountPurchasePayment;
-import com.ruoyi.account.pojo.sales.AccountSalesCollection;
-import com.ruoyi.account.service.impl.AccountingServiceImpl;
-import com.ruoyi.ai.context.AiSessionUserContext;
-import com.ruoyi.basic.mapper.CustomerMapper;
-import com.ruoyi.basic.mapper.ProductMapper;
-import com.ruoyi.basic.mapper.ProductModelMapper;
-import com.ruoyi.basic.mapper.SupplierManageMapper;
-import com.ruoyi.basic.pojo.Customer;
-import com.ruoyi.basic.pojo.Product;
-import com.ruoyi.basic.pojo.ProductModel;
-import com.ruoyi.basic.pojo.SupplierManage;
-import com.ruoyi.common.utils.SecurityUtils;
-import com.ruoyi.device.mapper.DeviceLedgerMapper;
-import com.ruoyi.device.mapper.DeviceRepairMapper;
-import com.ruoyi.device.pojo.DeviceLedger;
-import com.ruoyi.device.pojo.DeviceRepair;
-import com.ruoyi.framework.security.LoginUser;
-import com.ruoyi.procurementrecord.mapper.ProcurementRecordMapper;
-import com.ruoyi.procurementrecord.mapper.ProcurementRecordOutMapper;
-import com.ruoyi.procurementrecord.pojo.ProcurementRecordOut;
-import com.ruoyi.procurementrecord.pojo.ProcurementRecordStorage;
-import com.ruoyi.production.mapper.ProductionAccountMapper;
-import com.ruoyi.production.mapper.ProductionOperationTaskMapper;
-import com.ruoyi.production.mapper.ProductionOrderMapper;
-import com.ruoyi.production.mapper.ProductionPlanMapper;
-import com.ruoyi.production.mapper.ProductionProductMainMapper;
-import com.ruoyi.production.mapper.ProductionProductOutputMapper;
-import com.ruoyi.production.pojo.ProductionAccount;
-import com.ruoyi.production.pojo.ProductionOperationTask;
-import com.ruoyi.production.pojo.ProductionOrder;
-import com.ruoyi.production.pojo.ProductionPlan;
-import com.ruoyi.production.pojo.ProductionProductMain;
-import com.ruoyi.production.pojo.ProductionProductOutput;
-import com.ruoyi.sales.mapper.SalesLedgerMapper;
-import com.ruoyi.sales.mapper.SalesLedgerProductMapper;
-import com.ruoyi.sales.pojo.SalesLedger;
-import com.ruoyi.sales.pojo.SalesLedgerProduct;
-import com.ruoyi.stock.mapper.StockInventoryMapper;
-import com.ruoyi.stock.pojo.StockInventory;
-import com.ruoyi.technology.mapper.TechnologyOperationMapper;
-import com.ruoyi.technology.pojo.TechnologyOperation;
-import dev.langchain4j.agent.tool.P;
-import dev.langchain4j.agent.tool.Tool;
-import dev.langchain4j.agent.tool.ToolMemoryId;
-import org.springframework.stereotype.Component;
-import org.springframework.util.StringUtils;
-
-import java.math.BigDecimal;
-import java.math.RoundingMode;
-import java.time.LocalDate;
-import java.time.LocalDateTime;
-import java.time.YearMonth;
-import java.time.ZoneId;
-import java.time.format.DateTimeFormatter;
-import java.util.ArrayList;
-import java.util.Collection;
-import java.util.Collections;
-import java.util.Comparator;
-import java.util.Date;
-import java.util.HashMap;
-import java.util.HashSet;
-import java.util.LinkedHashMap;
-import java.util.LinkedList;
-import java.util.List;
-import java.util.Map;
-import java.util.Objects;
-import java.util.Set;
-import java.util.regex.Matcher;
-import java.util.regex.Pattern;
-import java.util.stream.Collectors;
-
-@Component
-public class FinancialAgentTools {
-
-    private static final DateTimeFormatter DATE_FMT = DateTimeFormatter.ofPattern("yyyy-MM-dd");
-    private static final Pattern RELATIVE_PATTERN = Pattern.compile("(杩憒鏈�杩�)?\\s*(\\d+)\\s*(澶﹟鍛▅涓湀|鏈坾骞�)");
-    private static final Pattern DATE_PATTERN = Pattern.compile("(\\d{4}-\\d{2}-\\d{2})");
-    private static final BigDecimal ONE_HUNDRED = new BigDecimal("100");
-    private static final int DEFAULT_LIMIT = 10;
-    private static final int MAX_LIMIT = 50;
-    private static final BigDecimal DEFAULT_FALLBACK_MATERIAL_COST_RATE = new BigDecimal("0.65");
-
-    private final SalesLedgerMapper salesLedgerMapper;
-    private final SalesLedgerProductMapper salesLedgerProductMapper;
-    private final ProductionAccountMapper productionAccountMapper;
-    private final ProductionProductMainMapper productionProductMainMapper;
-    private final ProductionOperationTaskMapper productionOperationTaskMapper;
-    private final ProductionOrderMapper productionOrderMapper;
-    private final ProductionPlanMapper productionPlanMapper;
-    private final ProductionProductOutputMapper productionProductOutputMapper;
-    private final TechnologyOperationMapper technologyOperationMapper;
-    private final DeviceLedgerMapper deviceLedgerMapper;
-    private final DeviceRepairMapper deviceRepairMapper;
-    private final ProcurementRecordMapper procurementRecordMapper;
-    private final ProcurementRecordOutMapper procurementRecordOutMapper;
-    private final StockInventoryMapper stockInventoryMapper;
-    private final AccountSalesCollectionMapper accountSalesCollectionMapper;
-    private final AccountPurchasePaymentMapper accountPurchasePaymentMapper;
-    private final AccountStatementMapper accountStatementMapper;
-    private final CustomerMapper customerMapper;
-    private final SupplierManageMapper supplierManageMapper;
-    private final ProductModelMapper productModelMapper;
-    private final ProductMapper productMapper;
-    private final AiSessionUserContext aiSessionUserContext;
-
-    public FinancialAgentTools(SalesLedgerMapper salesLedgerMapper,
-                               SalesLedgerProductMapper salesLedgerProductMapper,
-                               ProductionAccountMapper productionAccountMapper,
-                               ProductionProductMainMapper productionProductMainMapper,
-                               ProductionOperationTaskMapper productionOperationTaskMapper,
-                               ProductionOrderMapper productionOrderMapper,
-                               ProductionPlanMapper productionPlanMapper,
-                               ProductionProductOutputMapper productionProductOutputMapper,
-                               TechnologyOperationMapper technologyOperationMapper,
-                               DeviceLedgerMapper deviceLedgerMapper,
-                               DeviceRepairMapper deviceRepairMapper,
-                               ProcurementRecordMapper procurementRecordMapper,
-                               ProcurementRecordOutMapper procurementRecordOutMapper,
-                               StockInventoryMapper stockInventoryMapper,
-                               AccountSalesCollectionMapper accountSalesCollectionMapper,
-                               AccountPurchasePaymentMapper accountPurchasePaymentMapper,
-                               AccountStatementMapper accountStatementMapper,
-                               CustomerMapper customerMapper,
-                               SupplierManageMapper supplierManageMapper,
-                               ProductModelMapper productModelMapper,
-                               ProductMapper productMapper,
-                               AiSessionUserContext aiSessionUserContext) {
-        this.salesLedgerMapper = salesLedgerMapper;
-        this.salesLedgerProductMapper = salesLedgerProductMapper;
-        this.productionAccountMapper = productionAccountMapper;
-        this.productionProductMainMapper = productionProductMainMapper;
-        this.productionOperationTaskMapper = productionOperationTaskMapper;
-        this.productionOrderMapper = productionOrderMapper;
-        this.productionPlanMapper = productionPlanMapper;
-        this.productionProductOutputMapper = productionProductOutputMapper;
-        this.technologyOperationMapper = technologyOperationMapper;
-        this.deviceLedgerMapper = deviceLedgerMapper;
-        this.deviceRepairMapper = deviceRepairMapper;
-        this.procurementRecordMapper = procurementRecordMapper;
-        this.procurementRecordOutMapper = procurementRecordOutMapper;
-        this.stockInventoryMapper = stockInventoryMapper;
-        this.accountSalesCollectionMapper = accountSalesCollectionMapper;
-        this.accountPurchasePaymentMapper = accountPurchasePaymentMapper;
-        this.accountStatementMapper = accountStatementMapper;
-        this.customerMapper = customerMapper;
-        this.supplierManageMapper = supplierManageMapper;
-        this.productModelMapper = productModelMapper;
-        this.productMapper = productMapper;
-        this.aiSessionUserContext = aiSessionUserContext;
-    }
-
-    @Tool(name = "璐㈠姟鐭ヨ瘑妫�绱�", value = "鎸夎储鍔$粡钀ラ棶棰樻绱笟璐㈣瀺鍚堢煡璇嗙墖娈典笌鎸囨爣鍙e緞锛屼綔涓篟AG涓婁笅鏂囥��")
-    public String retrieveFinancialKnowledge(@ToolMemoryId String memoryId,
-                                             @P(value = "闂鎴栧叧閿瘝锛屼緥濡傚埄娑︿笅闄嶃�佸簱瀛樺懆杞�佽祫閲戠己鍙�") String question) {
-        List<KnowledgeDoc> knowledgeDocs = financeKnowledgeBase();
-        String normalized = normalizeForMatch(question);
-        List<KnowledgeDoc> ranked = knowledgeDocs.stream()
-                .sorted(Comparator.comparingInt((KnowledgeDoc doc) -> keywordHitCount(doc.keywords(), normalized)).reversed())
-                .filter(doc -> keywordHitCount(doc.keywords(), normalized) > 0 || !StringUtils.hasText(normalized))
-                .limit(5)
-                .toList();
-
-        List<Map<String, Object>> items = ranked.stream().map(doc -> {
-            Map<String, Object> map = new LinkedHashMap<>();
-            map.put("topic", doc.topic());
-            map.put("knowledge", doc.knowledge());
-            map.put("relatedTables", doc.relatedTables());
-            map.put("suggestedQuestions", doc.suggestedQuestions());
-            return map;
-        }).toList();
-
-        Map<String, Object> summary = new LinkedHashMap<>();
-        summary.put("question", safe(question));
-        summary.put("hitCount", items.size());
-        summary.put("retrievalMode", "keyword_rag");
-        return jsonResponse(true, "financial_rag_knowledge", "宸茶繑鍥炶储鍔$煡璇嗘绱㈢粨鏋�", summary, Map.of("items", items), Map.of());
-    }
-
-    @Tool(name = "鏅鸿兘鎴愭湰鏍哥畻", value = "鑷姩鏍哥畻浜у搧鎴愭湰銆佸伐搴忔垚鏈�佷汉宸ユ垚鏈�佽澶囨姌鏃с�佹潗鏂欐崯鑰椾笌璁㈠崟鍒╂鼎銆�")
-    public String calculateIntelligentCost(@ToolMemoryId String memoryId,
-                                           @P(value = "寮�濮嬫棩鏈� yyyy-MM-dd", required = false) String startDate,
-                                           @P(value = "缁撴潫鏃ユ湡 yyyy-MM-dd", required = false) String endDate,
-                                           @P(value = "鏃堕棿鑼冨洿鎻忚堪锛屽鏈湀銆佽繎30澶�", required = false) String timeRange,
-                                           @P(value = "鍏抽敭璇嶏紝鍙尮閰嶅悎鍚屽彿/瀹㈡埛/椤圭洰", required = false) String keyword,
-                                           @P(value = "杩斿洖鏉℃暟锛岄粯璁�10锛屾渶澶�50", required = false) Integer limit) {
-        LoginUser loginUser = currentLoginUser(memoryId);
-        DateRange range = resolveDateRange(startDate, endDate, timeRange, "杩�30澶�");
-        AnalysisBundle bundle = buildOrderProfitBundle(loginUser, range, keyword, limit);
-
-        Map<String, Object> summary = new LinkedHashMap<>();
-        summary.put("timeRange", range.label());
-        summary.put("startDate", range.start().toString());
-        summary.put("endDate", range.end().toString());
-        summary.put("orderCount", bundle.orderMetrics().size());
-        summary.put("totalRevenue", bundle.totalRevenue());
-        summary.put("totalMaterialCost", bundle.totalMaterialCost());
-        summary.put("totalLaborCost", bundle.totalLaborCost());
-        summary.put("totalDepreciationCost", bundle.totalDepreciationCost());
-        summary.put("totalScrapCost", bundle.totalScrapCost());
-        summary.put("totalCost", bundle.totalCost());
-        summary.put("totalProfit", bundle.totalProfit());
-        summary.put("profitRate", toPercent(rate(bundle.totalProfit(), bundle.totalRevenue())));
-
-        List<Map<String, Object>> orderItems = bundle.orderMetrics().stream()
-                .map(this::toOrderCostItem)
-                .toList();
-        List<Map<String, Object>> processItems = bundle.processCostRanking().entrySet().stream()
-                .map(entry -> {
-                    Map<String, Object> map = new LinkedHashMap<>();
-                    map.put("processName", entry.getKey());
-                    map.put("cost", entry.getValue());
-                    return map;
-                }).toList();
-
-        List<Map<String, Object>> topCustomerItems = buildCustomerProfitTop(bundle.orderMetrics(), 5);
-
-        Map<String, Object> charts = new LinkedHashMap<>();
-        charts.put("costCompositionPieOption",
-                buildCostCompositionPie(bundle.totalMaterialCost(), bundle.totalLaborCost(), bundle.totalDepreciationCost(), bundle.totalScrapCost()));
-        charts.put("orderProfitBarOption", buildOrderProfitBar(bundle.orderMetrics()));
-        charts.put("processCostBarOption", buildProcessCostBar(bundle.processCostRanking()));
-
-        return jsonResponse(true, "financial_cost_accounting", "宸插畬鎴愭櫤鑳芥垚鏈牳绠�", summary,
-                Map.of(
-                        "orders", orderItems,
-                        "processCostRanking", processItems,
-                        "topCustomers", topCustomerItems
-                ),
-                charts
-        );
-    }
-
-    @Tool(name = "璁㈠崟鍒╂鼎鍒嗘瀽", value = "璇嗗埆浣庡埄娑�/浜忔崯璁㈠崟锛岃緭鍑哄師鍥犲垎鏋愬拰浼樺寲寤鸿銆�")
-    public String analyzeOrderProfit(@ToolMemoryId String memoryId,
-                                     @P(value = "寮�濮嬫棩鏈� yyyy-MM-dd", required = false) String startDate,
-                                     @P(value = "缁撴潫鏃ユ湡 yyyy-MM-dd", required = false) String endDate,
-                                     @P(value = "鏃堕棿鑼冨洿鎻忚堪锛屽鏈湀銆佽繎30澶�", required = false) String timeRange,
-                                     @P(value = "鍏抽敭璇嶏紝鍙尮閰嶅悎鍚屽彿/瀹㈡埛/椤圭洰", required = false) String keyword,
-                                     @P(value = "杩斿洖鏉℃暟锛岄粯璁�10锛屾渶澶�50", required = false) Integer limit) {
-        LoginUser loginUser = currentLoginUser(memoryId);
-        DateRange range = resolveDateRange(startDate, endDate, timeRange, "杩�30澶�");
-        AnalysisBundle bundle = buildOrderProfitBundle(loginUser, range, keyword, limit);
-        List<OrderProfitMetric> metrics = bundle.orderMetrics();
-
-        List<OrderProfitMetric> riskyOrders = metrics.stream()
-                .filter(item -> item.profit().compareTo(BigDecimal.ZERO) < 0 || item.profitRate().compareTo(new BigDecimal("0.08")) < 0)
-                .sorted(Comparator.comparing(OrderProfitMetric::profitRate)
-                        .thenComparing(OrderProfitMetric::profit))
-                .toList();
-
-        Map<String, BigDecimal> customerProfitMap = new LinkedHashMap<>();
-        for (OrderProfitMetric metric : metrics) {
-            customerProfitMap.merge(metric.customerName(), metric.profit(), BigDecimal::add);
-        }
-        Map.Entry<String, BigDecimal> topCustomer = customerProfitMap.entrySet().stream()
-                .max(Map.Entry.comparingByValue())
-                .orElse(Map.entry("鏆傛棤鏁版嵁", BigDecimal.ZERO));
-
-        Map<String, Object> summary = new LinkedHashMap<>();
-        summary.put("timeRange", range.label());
-        summary.put("startDate", range.start().toString());
-        summary.put("endDate", range.end().toString());
-        summary.put("orderCount", metrics.size());
-        summary.put("lossOrderCount", metrics.stream().filter(item -> item.profit().compareTo(BigDecimal.ZERO) < 0).count());
-        summary.put("lowProfitOrderCount", riskyOrders.size());
-        summary.put("avgProfitRate", toPercent(avgRate(metrics)));
-        summary.put("topCustomerByProfit", topCustomer.getKey());
-        summary.put("topCustomerProfit", topCustomer.getValue());
-
-        List<Map<String, Object>> riskyItems = riskyOrders.stream()
-                .limit(normalizeLimit(limit))
-                .map(this::toRiskOrderItem)
-                .toList();
-
-        Map<String, Object> charts = new LinkedHashMap<>();
-        charts.put("profitDistributionOption", buildProfitDistributionBar(metrics));
-        charts.put("lossOrderTrendOption", buildLossOrderTrendLine(metrics));
-        charts.put("customerProfitTopOption", buildCustomerProfitBar(customerProfitMap));
-
-        return jsonResponse(true, "financial_order_profit_analysis", "宸插畬鎴愯鍗曞埄娑﹀垎鏋�", summary,
-                Map.of(
-                        "riskOrders", riskyItems,
-                        "allOrders", metrics.stream().map(this::toOrderCostItem).toList(),
-                        "customerProfitTop", buildCustomerProfitTop(metrics, 10)
-                ),
-                charts
-        );
-    }
-
-    @Tool(name = "搴撳瓨璧勯噾鍒嗘瀽", value = "鍒嗘瀽搴撳瓨绉帇銆佸憜婊炲簱瀛樸�佽祫閲戝崰鐢ㄤ笌鍛ㄨ浆鐜囥��")
-    public String analyzeInventoryCapital(@ToolMemoryId String memoryId,
-                                          @P(value = "寮�濮嬫棩鏈� yyyy-MM-dd", required = false) String startDate,
-                                          @P(value = "缁撴潫鏃ユ湡 yyyy-MM-dd", required = false) String endDate,
-                                          @P(value = "鏃堕棿鑼冨洿鎻忚堪锛屽鏈湀銆佽繎30澶�", required = false) String timeRange,
-                                          @P(value = "鍏抽敭璇嶏紝鍙尮閰嶄骇鍝佸悕绉�/鍨嬪彿", required = false) String keyword,
-                                          @P(value = "杩斿洖鏉℃暟锛岄粯璁�10锛屾渶澶�50", required = false) Integer limit) {
-        LoginUser loginUser = currentLoginUser(memoryId);
-        DateRange range = resolveDateRange(startDate, endDate, timeRange, "杩�30澶�");
-        int finalLimit = normalizeLimit(limit);
-
-        List<StockInventory> inventoryRows = queryStockInventory(loginUser);
-        if (inventoryRows.isEmpty()) {
-            return jsonResponse(true, "financial_inventory_capital_analysis", "褰撳墠鏃犲簱瀛樻暟鎹�",
-                    rangeSummary(range, 0, keyword), Map.of("items", List.of()), Map.of());
-        }
-
-        Set<Long> modelIds = inventoryRows.stream()
-                .map(StockInventory::getProductModelId)
-                .filter(Objects::nonNull)
-                .collect(Collectors.toSet());
-        Map<Long, ProductModel> productModelMap = queryProductModels(modelIds);
-        Map<Long, Product> productMap = queryProducts(productModelMap.values());
-        Map<Long, BigDecimal> avgUnitCostByModelId = queryAverageUnitCostByModel(loginUser, modelIds);
-        OutboundStats outboundStats = queryOutboundStats(loginUser, modelIds, range);
-
-        List<InventoryMetric> metrics = buildInventoryMetrics(inventoryRows, productModelMap, productMap, avgUnitCostByModelId, outboundStats)
-                .stream()
-                .filter(metric -> matchInventoryKeyword(metric, keyword))
-                .sorted(Comparator.comparing(InventoryMetric::inventoryValue).reversed())
-                .toList();
-
-        BigDecimal totalInventoryValue = metrics.stream().map(InventoryMetric::inventoryValue).reduce(BigDecimal.ZERO, BigDecimal::add);
-        BigDecimal stagnantValue = metrics.stream()
-                .filter(metric -> metric.stagnantDays() >= 90)
-                .map(InventoryMetric::inventoryValue)
-                .reduce(BigDecimal.ZERO, BigDecimal::add);
-        long stagnantCount = metrics.stream().filter(metric -> metric.stagnantDays() >= 90).count();
-        long overstockCount = metrics.stream().filter(InventoryMetric::overstock).count();
-        BigDecimal totalOutboundCost = outboundStats.totalOutboundCost();
-        BigDecimal turnoverDays = totalOutboundCost.compareTo(BigDecimal.ZERO) > 0
-                ? totalInventoryValue.multiply(BigDecimal.valueOf(daysBetween(range.start(), range.end()) + 1L))
-                .divide(totalOutboundCost, 2, RoundingMode.HALF_UP)
-                : BigDecimal.ZERO;
-
-        List<Map<String, Object>> items = metrics.stream()
-                .limit(finalLimit)
-                .map(this::toInventoryItem)
-                .toList();
-
-        Map<String, Object> summary = rangeSummary(range, metrics.size(), keyword);
-        summary.put("totalInventoryValue", totalInventoryValue);
-        summary.put("stagnantValue", stagnantValue);
-        summary.put("stagnantCount", stagnantCount);
-        summary.put("overstockCount", overstockCount);
-        summary.put("turnoverDays", turnoverDays);
-        summary.put("capitalOccupation", totalInventoryValue);
-        summary.put("totalOutboundCost", totalOutboundCost);
-
-        Map<String, Object> charts = new LinkedHashMap<>();
-        charts.put("inventoryValueTopOption", buildInventoryTopBar(metrics));
-        charts.put("inventoryAgingPieOption", buildInventoryAgingPie(metrics));
-        charts.put("inventoryTurnoverGauge", buildTurnoverGauge(turnoverDays));
-
-        return jsonResponse(true, "financial_inventory_capital_analysis", "宸插畬鎴愬簱瀛樿祫閲戝垎鏋�", summary, Map.of("items", items), charts);
-    }
-
-    @Tool(name = "搴旀敹搴斾粯涓庣幇閲戞祦棰勬祴", value = "棰勬祴鏈潵鐜伴噾娴併�佸洖娆鹃闄┿�佷粯娆惧帇鍔涗笌璧勯噾缂哄彛銆�")
-    public String forecastCashFlow(@ToolMemoryId String memoryId,
-                                   @P(value = "寮�濮嬫棩鏈� yyyy-MM-dd", required = false) String startDate,
-                                   @P(value = "缁撴潫鏃ユ湡 yyyy-MM-dd", required = false) String endDate,
-                                   @P(value = "鏃堕棿鑼冨洿鎻忚堪锛屽杩�90澶┿�佹湰骞�", required = false) String timeRange,
-                                   @P(value = "棰勬祴鏈堜唤鏁帮紝榛樿3锛屾渶澶�6", required = false) Integer forecastMonths) {
-        LoginUser loginUser = currentLoginUser(memoryId);
-        DateRange range = resolveDateRange(startDate, endDate, timeRange, "杩�90澶�");
-        int months = forecastMonths == null || forecastMonths <= 0 ? 3 : Math.min(forecastMonths, 6);
-
-        List<AccountSalesCollection> collections = queryCollections(loginUser, range);
-        List<AccountPurchasePayment> payments = queryPayments(loginUser, range);
-        List<MonthlyCashFlow> monthlyActual = buildMonthlyCashFlow(range, collections, payments);
-        List<MonthlyCashFlow> monthlyForecast = forecastMonthlyCashFlow(monthlyActual, months);
-
-        StatementSnapshot snapshot = buildStatementSnapshot(loginUser);
-        BigDecimal receivableTotal = snapshot.receivableTotal();
-        BigDecimal payableTotal = snapshot.payableTotal();
-        BigDecimal forecastNetSum = monthlyForecast.stream().map(MonthlyCashFlow::netFlow).reduce(BigDecimal.ZERO, BigDecimal::add);
-        BigDecimal coverage = receivableTotal.add(maxZero(forecastNetSum));
-        BigDecimal fundGap = maxZero(payableTotal.subtract(coverage));
-
-        Map<String, String> customerNameMap = queryCustomerNameMap(snapshot.receivableTop().stream().map(StatementMetric::entityId).collect(Collectors.toSet()));
-        Map<String, String> supplierNameMap = querySupplierNameMap(snapshot.payableTop().stream().map(StatementMetric::entityId).collect(Collectors.toSet()));
-
-        List<Map<String, Object>> receivableRiskItems = snapshot.receivableTop().stream().map(item -> toStatementRiskItem(item, customerNameMap, "customer")).toList();
-        List<Map<String, Object>> payablePressureItems = snapshot.payableTop().stream().map(item -> toStatementRiskItem(item, supplierNameMap, "supplier")).toList();
-
-        Map<String, Object> summary = new LinkedHashMap<>();
-        summary.put("timeRange", range.label());
-        summary.put("startDate", range.start().toString());
-        summary.put("endDate", range.end().toString());
-        summary.put("actualIncomeTotal", collections.stream().map(AccountSalesCollection::getCollectionAmount).filter(Objects::nonNull).reduce(BigDecimal.ZERO, BigDecimal::add));
-        summary.put("actualExpenseTotal", payments.stream().map(AccountPurchasePayment::getPaymentAmount).filter(Objects::nonNull).reduce(BigDecimal.ZERO, BigDecimal::add));
-        summary.put("receivableBalance", receivableTotal);
-        summary.put("payableBalance", payableTotal);
-        summary.put("forecastNetSum", forecastNetSum);
-        summary.put("fundGap", fundGap);
-        summary.put("forecastMonths", months);
-        summary.put("collectionRiskLevel", riskLevelByAmount(receivableTotal));
-        summary.put("paymentPressureLevel", riskLevelByAmount(payableTotal));
-
-        Map<String, Object> charts = new LinkedHashMap<>();
-        charts.put("cashFlowTrendOption", buildCashflowTrend(monthlyActual, monthlyForecast));
-        charts.put("receivablePayableBarOption", buildReceivablePayableBar(receivableTotal, payableTotal));
-        charts.put("fundGapGaugeOption", buildFundGapGauge(fundGap));
-
-        return jsonResponse(true, "financial_cashflow_forecast", "宸插畬鎴愬簲鏀跺簲浠樹笌鐜伴噾娴侀娴�", summary,
-                Map.of(
-                        "actualMonthly", monthlyActual.stream().map(this::toMonthlyCashFlowItem).toList(),
-                        "forecastMonthly", monthlyForecast.stream().map(this::toMonthlyCashFlowItem).toList(),
-                        "receivableRiskTop", receivableRiskItems,
-                        "payablePressureTop", payablePressureItems
-                ),
-                charts
-        );
-    }
-
-    @Tool(name = "缁忚惀寮傚父棰勮", value = "璇嗗埆鎴愭湰寮傚父銆佸埄娑﹀紓甯搞�佸洖娆惧紓甯搞�佽鍗曢闄┿�佸簱瀛樺紓甯搞��")
-    public String detectBusinessAnomalies(@ToolMemoryId String memoryId,
-                                          @P(value = "寮�濮嬫棩鏈� yyyy-MM-dd", required = false) String startDate,
-                                          @P(value = "缁撴潫鏃ユ湡 yyyy-MM-dd", required = false) String endDate,
-                                          @P(value = "鏃堕棿鑼冨洿鎻忚堪锛屽杩�30澶�", required = false) String timeRange,
-                                          @P(value = "杩斿洖鏉℃暟锛岄粯璁�10锛屾渶澶�50", required = false) Integer limit) {
-        LoginUser loginUser = currentLoginUser(memoryId);
-        DateRange range = resolveDateRange(startDate, endDate, timeRange, "杩�30澶�");
-        int finalLimit = normalizeLimit(limit);
-
-        AnalysisBundle currentBundle = buildOrderProfitBundle(loginUser, range, null, Math.max(finalLimit, 30));
-        DateRange prevRange = previousSameLengthRange(range);
-        AnalysisBundle prevBundle = buildOrderProfitBundle(loginUser, prevRange, null, 50);
-
-        BigDecimal currentCostRate = rate(currentBundle.totalCost(), currentBundle.totalRevenue());
-        BigDecimal prevCostRate = rate(prevBundle.totalCost(), prevBundle.totalRevenue());
-        BigDecimal costRateDiff = currentCostRate.subtract(prevCostRate);
-
-        StatementSnapshot snapshot = buildStatementSnapshot(loginUser);
-        List<InventoryMetric> inventoryMetrics = buildInventoryMetrics(
-                queryStockInventory(loginUser),
-                queryProductModels(Collections.emptySet()),
-                Map.of(),
-                queryAverageUnitCostByModel(loginUser, Collections.emptySet()),
-                queryOutboundStats(loginUser, Collections.emptySet(), range)
-        );
-
-        List<Map<String, Object>> anomalyItems = new ArrayList<>();
-        if (costRateDiff.compareTo(new BigDecimal("0.10")) > 0) {
-            anomalyItems.add(anomalyItem("high", "鎴愭湰寮傚父", "鍗曚綅鏀跺叆鎴愭湰鐜囪緝涓婂懆鏈熶笂鍗囪秴杩�10%", Map.of(
-                    "currentCostRate", toPercent(currentCostRate),
-                    "previousCostRate", toPercent(prevCostRate),
-                    "delta", toPercent(costRateDiff)
-            )));
-        }
-        long lossCount = currentBundle.orderMetrics().stream().filter(item -> item.profit().compareTo(BigDecimal.ZERO) < 0).count();
-        if (lossCount > 0) {
-            anomalyItems.add(anomalyItem("high", "鍒╂鼎寮傚父", "妫�娴嬪埌浜忔崯璁㈠崟", Map.of("lossOrderCount", lossCount)));
-        }
-        if (snapshot.receivableTotal().compareTo(snapshot.payableTotal().multiply(new BigDecimal("1.2"))) > 0) {
-            anomalyItems.add(anomalyItem("medium", "鍥炴寮傚父", "搴旀敹浣欓鏄捐憲楂樹簬搴斾粯锛屽洖娆惧帇鍔涘亸澶�", Map.of(
-                    "receivableBalance", snapshot.receivableTotal(),
-                    "payableBalance", snapshot.payableTotal()
-            )));
-        }
-        long overdueOrderCount = currentBundle.orderMetrics().stream()
-                .filter(item -> item.deliveryDate() != null && item.deliveryDate().isBefore(LocalDate.now()) && item.profitRate().compareTo(new BigDecimal("0.10")) < 0)
-                .count();
-        if (overdueOrderCount > 0) {
-            anomalyItems.add(anomalyItem("medium", "璁㈠崟椋庨櫓", "瀛樺湪浣庡埄娑︿笖浜や粯宸查�炬湡璁㈠崟", Map.of("overdueRiskOrderCount", overdueOrderCount)));
-        }
-        long stagnantCount = inventoryMetrics.stream().filter(item -> item.stagnantDays() >= 90).count();
-        if (stagnantCount > 0) {
-            anomalyItems.add(anomalyItem("medium", "搴撳瓨寮傚父", "瀛樺湪瓒呰繃90澶╂湭鍛ㄨ浆搴撳瓨", Map.of("stagnantCount", stagnantCount)));
-        }
-
-        List<Map<String, Object>> topAnomalies = anomalyItems.stream().limit(finalLimit).toList();
-        Map<String, Object> summary = new LinkedHashMap<>();
-        summary.put("timeRange", range.label());
-        summary.put("startDate", range.start().toString());
-        summary.put("endDate", range.end().toString());
-        summary.put("anomalyCount", topAnomalies.size());
-        summary.put("highRiskCount", topAnomalies.stream().filter(item -> "high".equals(item.get("riskLevel"))).count());
-        summary.put("mediumRiskCount", topAnomalies.stream().filter(item -> "medium".equals(item.get("riskLevel"))).count());
-
-        Map<String, Object> charts = new LinkedHashMap<>();
-        charts.put("anomalyLevelPieOption", buildAnomalyLevelPie(topAnomalies));
-        charts.put("anomalyTypeBarOption", buildAnomalyTypeBar(topAnomalies));
-        return jsonResponse(true, "financial_business_anomaly_warning", "宸插畬鎴愮粡钀ュ紓甯搁璀﹀垎鏋�", summary,
-                Map.of("items", topAnomalies), charts);
-    }
-
-    @Tool(name = "AI缁忚惀椹鹃┒鑸�", value = "瀹炴椂灞曠ず浜у�笺�佸埄娑︺�佸簱瀛樸�佸洖娆俱�佽澶囧埄鐢ㄧ巼銆佽鍗曞埄娑︾巼绛夋牳蹇冪粡钀ユ寚鏍囥��")
-    public String getBusinessCockpit(@ToolMemoryId String memoryId,
-                                     @P(value = "寮�濮嬫棩鏈� yyyy-MM-dd", required = false) String startDate,
-                                     @P(value = "缁撴潫鏃ユ湡 yyyy-MM-dd", required = false) String endDate,
-                                     @P(value = "鏃堕棿鑼冨洿鎻忚堪锛屽鏈湀銆佽繎30澶�", required = false) String timeRange) {
-        LoginUser loginUser = currentLoginUser(memoryId);
-        DateRange range = resolveDateRange(startDate, endDate, timeRange, "鏈湀");
-
-        AnalysisBundle profitBundle = buildOrderProfitBundle(loginUser, range, null, 30);
-        StatementSnapshot snapshot = buildStatementSnapshot(loginUser);
-        List<StockInventory> inventories = queryStockInventory(loginUser);
-        BigDecimal inventoryValue = estimateInventoryValue(loginUser, inventories);
-
-        long deviceTotal = countDevices(loginUser);
-        long repairingCount = countRepairingDevices(loginUser);
-        BigDecimal deviceUtilization = deviceTotal > 0
-                ? new BigDecimal(deviceTotal - repairingCount).multiply(ONE_HUNDRED).divide(new BigDecimal(deviceTotal), 2, RoundingMode.HALF_UP)
-                : BigDecimal.ZERO;
-
-        BigDecimal outputValue = profitBundle.totalRevenue();
-        BigDecimal profitRate = rate(profitBundle.totalProfit(), profitBundle.totalRevenue());
-        BigDecimal collectionRate = snapshot.receivableTotal().compareTo(BigDecimal.ZERO) > 0
-                ? ONE_HUNDRED.subtract(rate(snapshot.receivableTotal(), snapshot.receivableTotal().add(snapshot.payableTotal())).multiply(ONE_HUNDRED))
-                : BigDecimal.ZERO;
-
-        Map<String, Object> summary = new LinkedHashMap<>();
-        summary.put("timeRange", range.label());
-        summary.put("startDate", range.start().toString());
-        summary.put("endDate", range.end().toString());
-        summary.put("outputValue", outputValue);
-        summary.put("profit", profitBundle.totalProfit());
-        summary.put("profitRate", toPercent(profitRate));
-        summary.put("inventoryValue", inventoryValue);
-        summary.put("receivableBalance", snapshot.receivableTotal());
-        summary.put("payableBalance", snapshot.payableTotal());
-        summary.put("collectionRate", toPercent(collectionRate.divide(ONE_HUNDRED, 4, RoundingMode.HALF_UP)));
-        summary.put("deviceUtilizationRate", deviceUtilization + "%");
-        summary.put("orderProfitRate", toPercent(avgRate(profitBundle.orderMetrics())));
-
-        Map<String, Object> indicators = new LinkedHashMap<>();
-        indicators.put("浜у��", outputValue);
-        indicators.put("鍒╂鼎", profitBundle.totalProfit());
-        indicators.put("搴撳瓨璧勯噾鍗犵敤", inventoryValue);
-        indicators.put("搴旀敹浣欓", snapshot.receivableTotal());
-        indicators.put("璁惧鍒╃敤鐜�", deviceUtilization + "%");
-        indicators.put("璁㈠崟骞冲潎鍒╂鼎鐜�", toPercent(avgRate(profitBundle.orderMetrics())));
-
-        Map<String, Object> charts = new LinkedHashMap<>();
-        charts.put("kpiCardData", indicators);
-        charts.put("profitTrendOption", buildOrderProfitBar(profitBundle.orderMetrics()));
-        charts.put("receivablePayableBarOption", buildReceivablePayableBar(snapshot.receivableTotal(), snapshot.payableTotal()));
-        charts.put("inventoryProfitGaugeOption", buildInventoryProfitGauge(inventoryValue, profitBundle.totalProfit()));
-
-        return jsonResponse(true, "financial_business_cockpit", "宸茬敓鎴怉I缁忚惀椹鹃┒鑸辨暟鎹�", summary,
-                Map.of(
-                        "orderProfitTop", profitBundle.orderMetrics().stream()
-                                .sorted(Comparator.comparing(OrderProfitMetric::profit).reversed())
-                                .limit(10)
-                                .map(this::toOrderCostItem)
-                                .toList(),
-                        "indicators", indicators
-                ),
-                charts
-        );
-    }
-
-    @Tool(name = "鏃ユ姤鍛ㄦ姤鑷姩鐢熸垚", value = "鑷姩杈撳嚭缁忚惀鍒嗘瀽鏃ユ姤/鍛ㄦ姤涓庨闄╁缓璁��")
-    public String generateOperationReport(@ToolMemoryId String memoryId,
-                                          @P(value = "寮�濮嬫棩鏈� yyyy-MM-dd", required = false) String startDate,
-                                          @P(value = "缁撴潫鏃ユ湡 yyyy-MM-dd", required = false) String endDate,
-                                          @P(value = "鏃堕棿鑼冨洿鎻忚堪锛屽浠婂ぉ銆佹湰鍛�", required = false) String timeRange,
-                                          @P(value = "鎶ュ憡绫诲瀷 daily/weekly", required = false) String reportType) {
-        LoginUser loginUser = currentLoginUser(memoryId);
-        DateRange range = resolveDateRange(startDate, endDate, timeRange,
-                "weekly".equalsIgnoreCase(reportType) ? "鏈懆" : "浠婂ぉ");
-        String type = "weekly".equalsIgnoreCase(reportType) ? "weekly" : "daily";
-
-        AnalysisBundle bundle = buildOrderProfitBundle(loginUser, range, null, 30);
-        StatementSnapshot snapshot = buildStatementSnapshot(loginUser);
-        BigDecimal inventoryValue = estimateInventoryValue(loginUser, queryStockInventory(loginUser));
-        long lossCount = bundle.orderMetrics().stream().filter(item -> item.profit().compareTo(BigDecimal.ZERO) < 0).count();
-
-        List<String> conclusions = new ArrayList<>();
-        conclusions.add("钀ユ敹" + bundle.totalRevenue() + "锛屽埄娑�" + bundle.totalProfit() + "锛屽埄娑︾巼" + toPercent(rate(bundle.totalProfit(), bundle.totalRevenue())) + "銆�");
-        conclusions.add("搴旀敹浣欓" + snapshot.receivableTotal() + "锛屽簲浠樹綑棰�" + snapshot.payableTotal() + "锛屽簱瀛樿祫閲戝崰鐢�" + inventoryValue + "銆�");
-        if (lossCount > 0) {
-            conclusions.add("鍙戠幇浜忔崯璁㈠崟" + lossCount + "涓紝寤鸿浼樺厛澶嶆牳鏉愭枡鎹熻�楀拰宸ュ簭浜哄伐鏁堢巼銆�");
-        } else {
-            conclusions.add("褰撳墠鏈彂鐜颁簭鎹熻鍗曪紝寤鸿鎸佺画璺熻釜浣庝簬8%鍒╂鼎鐜囪鍗曘��");
-        }
-        if (snapshot.receivableTotal().compareTo(snapshot.payableTotal()) > 0) {
-            conclusions.add("鍥炴鍘嬪姏鍋忛珮锛屽缓璁拡瀵归珮搴旀敹瀹㈡埛鎵ц鍒嗗眰鍌敹涓庤处鏈熶紭鍖栥��");
-        } else {
-            conclusions.add("璧勯噾鍘嬪姏鍙帶锛屽缓璁繚鎸佷粯娆捐鍒掍笌閲囪喘鑺傚鑱斿姩銆�");
-        }
-
-        List<Map<String, Object>> riskSuggestions = new ArrayList<>();
-        if (lossCount > 0) {
-            riskSuggestions.add(riskSuggestion("鍒╂鼎椋庨櫓", "楂�", "澶嶆牳浜忔崯璁㈠崟BOM鍜屽伐搴忓伐璧勫畾棰濓紝蹇呰鏃惰皟鏁存姤浠蜂笌浜や粯鑺傚銆�"));
-        }
-        if (snapshot.receivableTotal().compareTo(new BigDecimal("1000000")) > 0) {
-            riskSuggestions.add(riskSuggestion("鍥炴椋庨櫓", "涓�", "瀵瑰簲鏀禩OP瀹㈡埛寤虹珛鍛ㄥ害鍥炴璁″垝锛屽苟璁剧疆棰勮闃堝�笺��"));
-        }
-        if (inventoryValue.compareTo(new BigDecimal("3000000")) > 0) {
-            riskSuggestions.add(riskSuggestion("搴撳瓨椋庨櫓", "涓�", "瀵归珮閲戦鍛嗘粸搴撳瓨鎵ц闄嶄环銆佹浛浠e拰鐢熶骇娑堣�楃瓥鐣ャ��"));
-        }
-
-        Map<String, Object> summary = new LinkedHashMap<>();
-        summary.put("reportType", type);
-        summary.put("timeRange", range.label());
-        summary.put("startDate", range.start().toString());
-        summary.put("endDate", range.end().toString());
-        summary.put("orderCount", bundle.orderMetrics().size());
-        summary.put("lossOrderCount", lossCount);
-        summary.put("riskSuggestionCount", riskSuggestions.size());
-
-        Map<String, Object> data = new LinkedHashMap<>();
-        data.put("headline", "weekly".equals(type) ? "缁忚惀鍛ㄦ姤" : "缁忚惀鏃ユ姤");
-        data.put("conclusions", conclusions);
-        data.put("riskSuggestions", riskSuggestions);
-        data.put("orderProfitTop", bundle.orderMetrics().stream()
-                .sorted(Comparator.comparing(OrderProfitMetric::profitRate))
-                .limit(10)
-                .map(this::toRiskOrderItem)
-                .toList());
-
-        Map<String, Object> charts = new LinkedHashMap<>();
-        charts.put("reportProfitBarOption", buildOrderProfitBar(bundle.orderMetrics()));
-        charts.put("reportReceivablePayableOption", buildReceivablePayableBar(snapshot.receivableTotal(), snapshot.payableTotal()));
-        return jsonResponse(true, "financial_operation_report", "宸茶嚜鍔ㄧ敓鎴愮粡钀ュ垎鏋愭姤鍛�", summary, data, charts);
-    }
-
-    private AnalysisBundle buildOrderProfitBundle(LoginUser loginUser, DateRange range, String keyword, Integer limit) {
-        List<SalesLedger> ledgers = querySalesLedgers(loginUser, range, keyword, limit);
-        if (ledgers.isEmpty()) {
-            return AnalysisBundle.empty();
-        }
-
-        List<Long> ledgerIds = ledgers.stream().map(SalesLedger::getId).filter(Objects::nonNull).toList();
-        List<SalesLedgerProduct> ledgerProducts = queryLedgerProducts(loginUser, ledgerIds);
-        Map<Long, List<SalesLedgerProduct>> productsByLedgerId = ledgerProducts.stream()
-                .collect(Collectors.groupingBy(SalesLedgerProduct::getSalesLedgerId));
-
-        MaterialCostResult materialCostResult = calculateMaterialCost(loginUser, range, ledgerProducts);
-        ProductionCostContext productionCostContext = calculateProductionCost(loginUser, range, ledgers, ledgerProducts, materialCostResult.avgUnitCostByModelId());
-        BigDecimal totalDepreciation = calculateTotalDepreciation(loginUser);
-
-        BigDecimal totalRevenue = ledgers.stream()
-                .map(SalesLedger::getContractAmount)
-                .filter(Objects::nonNull)
-                .reduce(BigDecimal.ZERO, BigDecimal::add);
-        Map<Long, BigDecimal> depreciationCostByLedger = allocateDepreciation(ledgers, totalDepreciation, totalRevenue);
-
-        List<OrderProfitMetric> metrics = new ArrayList<>();
-        for (SalesLedger ledger : ledgers) {
-            BigDecimal revenue = defaultDecimal(ledger.getContractAmount());
-            BigDecimal materialCost = materialCostResult.materialCostByLedgerId().getOrDefault(ledger.getId(), fallbackMaterialCost(productsByLedgerId.get(ledger.getId()), revenue));
-            BigDecimal laborCost = productionCostContext.laborCostByLedgerId().getOrDefault(ledger.getId(), BigDecimal.ZERO);
-            BigDecimal scrapCost = productionCostContext.scrapCostByLedgerId().getOrDefault(ledger.getId(), BigDecimal.ZERO);
-            BigDecimal depreciationCost = depreciationCostByLedger.getOrDefault(ledger.getId(), BigDecimal.ZERO);
-            BigDecimal totalCost = materialCost.add(laborCost).add(scrapCost).add(depreciationCost);
-            BigDecimal profit = revenue.subtract(totalCost);
-            BigDecimal profitRate = rate(profit, revenue);
-            String riskLevel = profit.compareTo(BigDecimal.ZERO) < 0
-                    ? "high"
-                    : (profitRate.compareTo(new BigDecimal("0.08")) < 0 ? "medium" : "low");
-            List<String> reasons = buildProfitReasons(revenue, materialCost, laborCost, scrapCost, profit, profitRate);
-            String suggestion = buildProfitSuggestion(riskLevel, reasons);
-
-            metrics.add(new OrderProfitMetric(
-                    ledger.getId(),
-                    safe(ledger.getSalesContractNo()),
-                    safe(ledger.getCustomerName()),
-                    safe(ledger.getProjectName()),
-                    toLocalDate(ledger.getEntryDate()),
-                    ledger.getDeliveryDate(),
-                    revenue,
-                    materialCost,
-                    laborCost,
-                    depreciationCost,
-                    scrapCost,
-                    totalCost,
-                    profit,
-                    profitRate,
-                    riskLevel,
-                    reasons,
-                    suggestion
-            ));
-        }
-
-        metrics.sort(Comparator.comparing(OrderProfitMetric::entryDate, Comparator.nullsLast(Comparator.reverseOrder()))
-                .thenComparing(OrderProfitMetric::ledgerId, Comparator.nullsLast(Comparator.reverseOrder())));
-        BigDecimal totalMaterialCost = metrics.stream().map(OrderProfitMetric::materialCost).reduce(BigDecimal.ZERO, BigDecimal::add);
-        BigDecimal totalLaborCost = metrics.stream().map(OrderProfitMetric::laborCost).reduce(BigDecimal.ZERO, BigDecimal::add);
-        BigDecimal totalScrapCost = metrics.stream().map(OrderProfitMetric::scrapCost).reduce(BigDecimal.ZERO, BigDecimal::add);
-        BigDecimal totalDepreciationCost = metrics.stream().map(OrderProfitMetric::depreciationCost).reduce(BigDecimal.ZERO, BigDecimal::add);
-        BigDecimal totalCost = metrics.stream().map(OrderProfitMetric::totalCost).reduce(BigDecimal.ZERO, BigDecimal::add);
-        BigDecimal totalProfit = metrics.stream().map(OrderProfitMetric::profit).reduce(BigDecimal.ZERO, BigDecimal::add);
-
-        return new AnalysisBundle(
-                metrics,
-                productionCostContext.processCostRanking(),
-                totalRevenue,
-                totalMaterialCost,
-                totalLaborCost,
-                totalDepreciationCost,
-                totalScrapCost,
-                totalCost,
-                totalProfit
-        );
-    }
-
-    private MaterialCostResult calculateMaterialCost(LoginUser loginUser, DateRange range, List<SalesLedgerProduct> ledgerProducts) {
-        if (ledgerProducts.isEmpty()) {
-            return new MaterialCostResult(Map.of(), Map.of());
-        }
-        List<Long> ledgerProductIds = ledgerProducts.stream().map(SalesLedgerProduct::getId).filter(Objects::nonNull).toList();
-        Set<Long> productModelIds = ledgerProducts.stream().map(SalesLedgerProduct::getProductModelId).filter(Objects::nonNull).collect(Collectors.toSet());
-        Map<Long, Long> productIdToLedgerId = ledgerProducts.stream()
-                .filter(item -> item.getId() != null && item.getSalesLedgerId() != null)
-                .collect(Collectors.toMap(SalesLedgerProduct::getId, SalesLedgerProduct::getSalesLedgerId, (a, b) -> a));
-
-        Map<Long, BigDecimal> avgUnitCostByModelId = queryAverageUnitCostByModel(loginUser, productModelIds);
-        LambdaQueryWrapper<ProcurementRecordOut> outWrapper = new LambdaQueryWrapper<>();
-        applyTenantFilter(outWrapper, loginUser.getTenantId(), ProcurementRecordOut::getTenantId);
-        applyDeptFilter(outWrapper, loginUser.getCurrentDeptId(), ProcurementRecordOut::getDeptId);
-        outWrapper.eq(ProcurementRecordOut::getType, 2)
-                .in(ProcurementRecordOut::getSalesLedgerProductId, ledgerProductIds)
-                .ge(ProcurementRecordOut::getCreateTime, range.start().atStartOfDay())
-                .lt(ProcurementRecordOut::getCreateTime, range.end().plusDays(1).atStartOfDay());
-        List<ProcurementRecordOut> outList = defaultList(procurementRecordOutMapper.selectList(outWrapper));
-
-        Set<Integer> storageIds = outList.stream()
-                .map(ProcurementRecordOut::getProcurementRecordStorageId)
-                .filter(Objects::nonNull)
-                .collect(Collectors.toSet());
-        Map<Integer, ProcurementRecordStorage> storageMap = storageIds.isEmpty()
-                ? Map.of()
-                : defaultList(procurementRecordMapper.selectBatchIds(storageIds)).stream()
-                .collect(Collectors.toMap(ProcurementRecordStorage::getId, item -> item, (a, b) -> a));
-
-        Map<Long, BigDecimal> materialCostByLedgerId = new HashMap<>();
-        for (ProcurementRecordOut out : outList) {
-            Long ledgerId = productIdToLedgerId.get(out.getSalesLedgerProductId());
-            if (ledgerId == null) {
-                continue;
-            }
-            ProcurementRecordStorage storage = storageMap.get(out.getProcurementRecordStorageId());
-            BigDecimal unitPrice = storage == null ? BigDecimal.ZERO : defaultDecimal(storage.getUnitPrice());
-            BigDecimal quantity = defaultDecimal(out.getInboundNum());
-            BigDecimal cost = quantity.multiply(unitPrice);
-            materialCostByLedgerId.merge(ledgerId, cost, BigDecimal::add);
-        }
-        return new MaterialCostResult(materialCostByLedgerId, avgUnitCostByModelId);
-    }
-
-    private ProductionCostContext calculateProductionCost(LoginUser loginUser,
-                                                          DateRange range,
-                                                          List<SalesLedger> ledgers,
-                                                          List<SalesLedgerProduct> ledgerProducts,
-                                                          Map<Long, BigDecimal> avgUnitCostByModelId) {
-        if (ledgers.isEmpty()) {
-            return ProductionCostContext.empty();
-        }
-
-        Set<Long> ledgerIds = ledgers.stream().map(SalesLedger::getId).filter(Objects::nonNull).collect(Collectors.toSet());
-        Map<Long, Set<Long>> productModelToLedgerIds = new HashMap<>();
-        for (SalesLedgerProduct product : ledgerProducts) {
-            if (product.getProductModelId() == null || product.getSalesLedgerId() == null) {
-                continue;
-            }
-            productModelToLedgerIds.computeIfAbsent(product.getProductModelId(), key -> new HashSet<>()).add(product.getSalesLedgerId());
-        }
-
-        LambdaQueryWrapper<ProductionPlan> planWrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(planWrapper, loginUser.getCurrentDeptId(), ProductionPlan::getDeptId);
-        planWrapper.in(ProductionPlan::getSalesLedgerId, ledgerIds);
-        List<ProductionPlan> plans = defaultList(productionPlanMapper.selectList(planWrapper));
-        Map<Long, Long> planIdToLedgerId = plans.stream()
-                .filter(item -> item.getId() != null && item.getSalesLedgerId() != null)
-                .collect(Collectors.toMap(ProductionPlan::getId, ProductionPlan::getSalesLedgerId, (a, b) -> a));
-
-        LambdaQueryWrapper<ProductionOrder> orderWrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(orderWrapper, loginUser.getCurrentDeptId(), ProductionOrder::getDeptId);
-        orderWrapper.ge(ProductionOrder::getCreateTime, range.start().atStartOfDay().minusMonths(2))
-                .lt(ProductionOrder::getCreateTime, range.end().plusDays(1).atStartOfDay().plusMonths(1));
-        List<ProductionOrder> orders = defaultList(productionOrderMapper.selectList(orderWrapper));
-
-        Map<Long, Set<Long>> orderIdToLedgerIds = new HashMap<>();
-        for (ProductionOrder order : orders) {
-            Set<Long> orderLedgers = new HashSet<>();
-            for (Long planId : parseIdList(order.getProductionPlanIds())) {
-                Long ledgerId = planIdToLedgerId.get(planId);
-                if (ledgerId != null) {
-                    orderLedgers.add(ledgerId);
-                }
-            }
-            if (orderLedgers.isEmpty() && order.getProductModelId() != null) {
-                orderLedgers.addAll(productModelToLedgerIds.getOrDefault(order.getProductModelId(), Set.of()));
-            }
-            if (!orderLedgers.isEmpty()) {
-                orderIdToLedgerIds.put(order.getId(), orderLedgers);
-            }
-        }
-        if (orderIdToLedgerIds.isEmpty()) {
-            return ProductionCostContext.empty();
-        }
-
-        LambdaQueryWrapper<ProductionOperationTask> taskWrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(taskWrapper, loginUser.getCurrentDeptId(), ProductionOperationTask::getDeptId);
-        taskWrapper.in(ProductionOperationTask::getProductionOrderId, orderIdToLedgerIds.keySet());
-        List<ProductionOperationTask> tasks = defaultList(productionOperationTaskMapper.selectList(taskWrapper));
-        Map<Long, Long> taskIdToOrderId = tasks.stream()
-                .filter(item -> item.getId() != null && item.getProductionOrderId() != null)
-                .collect(Collectors.toMap(ProductionOperationTask::getId, ProductionOperationTask::getProductionOrderId, (a, b) -> a));
-        if (taskIdToOrderId.isEmpty()) {
-            return ProductionCostContext.empty();
-        }
-
-        LambdaQueryWrapper<ProductionProductMain> mainWrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(mainWrapper, loginUser.getCurrentDeptId(), ProductionProductMain::getDeptId);
-        mainWrapper.in(ProductionProductMain::getProductionOperationTaskId, taskIdToOrderId.keySet())
-                .ge(ProductionProductMain::getCreateTime, range.start().atStartOfDay().minusMonths(2))
-                .lt(ProductionProductMain::getCreateTime, range.end().plusDays(1).atStartOfDay().plusMonths(1));
-        List<ProductionProductMain> mainList = defaultList(productionProductMainMapper.selectList(mainWrapper));
-        Map<Long, Set<Long>> mainIdToLedgers = new HashMap<>();
-        for (ProductionProductMain main : mainList) {
-            Long orderId = taskIdToOrderId.get(main.getProductionOperationTaskId());
-            if (orderId == null) {
-                continue;
-            }
-            Set<Long> ledgerSet = orderIdToLedgerIds.get(orderId);
-            if (ledgerSet == null || ledgerSet.isEmpty()) {
-                continue;
-            }
-            mainIdToLedgers.put(main.getId(), ledgerSet);
-        }
-        if (mainIdToLedgers.isEmpty()) {
-            return ProductionCostContext.empty();
-        }
-
-        LambdaQueryWrapper<ProductionAccount> accountWrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(accountWrapper, loginUser.getCurrentDeptId(), ProductionAccount::getDeptId);
-        accountWrapper.in(ProductionAccount::getProductionProductMainId, mainIdToLedgers.keySet())
-                .ge(ProductionAccount::getSchedulingDate, range.start().atStartOfDay())
-                .lt(ProductionAccount::getSchedulingDate, range.end().plusDays(1).atStartOfDay());
-        List<ProductionAccount> accountList = defaultList(productionAccountMapper.selectList(accountWrapper));
-
-        Map<String, BigDecimal> salaryQuotaByOperation = defaultList(technologyOperationMapper.selectList(new LambdaQueryWrapper<TechnologyOperation>()
-                        .select(TechnologyOperation::getName, TechnologyOperation::getSalaryQuota)))
-                .stream()
-                .filter(item -> StringUtils.hasText(item.getName()))
-                .collect(Collectors.toMap(TechnologyOperation::getName, item -> defaultDecimal(item.getSalaryQuota()), (a, b) -> a));
-
-        Map<Long, BigDecimal> laborCostByLedger = new HashMap<>();
-        Map<String, BigDecimal> processCostMap = new HashMap<>();
-        for (ProductionAccount account : accountList) {
-            Set<Long> ledgerSet = mainIdToLedgers.get(account.getProductionProductMainId());
-            if (ledgerSet == null || ledgerSet.isEmpty()) {
-                continue;
-            }
-            BigDecimal cost = estimateLaborCost(account, salaryQuotaByOperation);
-            if (cost.compareTo(BigDecimal.ZERO) <= 0) {
-                continue;
-            }
-            BigDecimal split = cost.divide(new BigDecimal(ledgerSet.size()), 4, RoundingMode.HALF_UP);
-            for (Long ledgerId : ledgerSet) {
-                laborCostByLedger.merge(ledgerId, split, BigDecimal::add);
-            }
-            processCostMap.merge(safe(account.getTechnologyOperationName()), cost, BigDecimal::add);
-        }
-
-        LambdaQueryWrapper<ProductionProductOutput> outputWrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(outputWrapper, loginUser.getCurrentDeptId(), ProductionProductOutput::getDeptId);
-        outputWrapper.in(ProductionProductOutput::getProductionProductMainId, mainIdToLedgers.keySet())
-                .ge(ProductionProductOutput::getCreateTime, range.start().atStartOfDay())
-                .lt(ProductionProductOutput::getCreateTime, range.end().plusDays(1).atStartOfDay());
-        List<ProductionProductOutput> outputList = defaultList(productionProductOutputMapper.selectList(outputWrapper));
-        Map<Long, BigDecimal> scrapCostByLedger = new HashMap<>();
-        for (ProductionProductOutput output : outputList) {
-            Set<Long> ledgerSet = mainIdToLedgers.get(output.getProductionProductMainId());
-            if (ledgerSet == null || ledgerSet.isEmpty()) {
-                continue;
-            }
-            BigDecimal scrapQty = defaultDecimal(output.getScrapQty());
-            if (scrapQty.compareTo(BigDecimal.ZERO) <= 0) {
-                continue;
-            }
-            BigDecimal unitCost = avgUnitCostByModelId.getOrDefault(output.getProductModelId(), BigDecimal.ZERO);
-            BigDecimal scrapCost = scrapQty.multiply(unitCost);
-            BigDecimal split = scrapCost.divide(new BigDecimal(ledgerSet.size()), 4, RoundingMode.HALF_UP);
-            for (Long ledgerId : ledgerSet) {
-                scrapCostByLedger.merge(ledgerId, split, BigDecimal::add);
-            }
-        }
-
-        Map<String, BigDecimal> processCostRanking = processCostMap.entrySet().stream()
-                .sorted(Map.Entry.<String, BigDecimal>comparingByValue().reversed())
-                .limit(10)
-                .collect(Collectors.toMap(Map.Entry::getKey, Map.Entry::getValue, (a, b) -> a, LinkedHashMap::new));
-
-        return new ProductionCostContext(laborCostByLedger, scrapCostByLedger, processCostRanking);
-    }
-
-    private List<SalesLedger> querySalesLedgers(LoginUser loginUser, DateRange range, String keyword, Integer limit) {
-        LambdaQueryWrapper<SalesLedger> wrapper = new LambdaQueryWrapper<>();
-        applyTenantFilter(wrapper, loginUser.getTenantId(), SalesLedger::getTenantId);
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), SalesLedger::getDeptId);
-        if (StringUtils.hasText(keyword)) {
-            wrapper.and(w -> w.like(SalesLedger::getSalesContractNo, keyword)
-                    .or().like(SalesLedger::getCustomerContractNo, keyword)
-                    .or().like(SalesLedger::getCustomerName, keyword)
-                    .or().like(SalesLedger::getProjectName, keyword)
-                    .or().like(SalesLedger::getSalesman, keyword));
-        }
-        wrapper.ge(SalesLedger::getEntryDate, toDate(range.start()))
-                .lt(SalesLedger::getEntryDate, toExclusiveEndDate(range.end()))
-                .orderByDesc(SalesLedger::getEntryDate, SalesLedger::getId)
-                .last("limit " + normalizeLimit(limit));
-        return defaultList(salesLedgerMapper.selectList(wrapper));
-    }
-
-    private List<SalesLedgerProduct> queryLedgerProducts(LoginUser loginUser, List<Long> ledgerIds) {
-        if (ledgerIds == null || ledgerIds.isEmpty()) {
-            return List.of();
-        }
-        LambdaQueryWrapper<SalesLedgerProduct> wrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), SalesLedgerProduct::getDeptId);
-        wrapper.in(SalesLedgerProduct::getSalesLedgerId, ledgerIds)
-                .eq(SalesLedgerProduct::getType, 1);
-        return defaultList(salesLedgerProductMapper.selectList(wrapper));
-    }
-
-    private List<StockInventory> queryStockInventory(LoginUser loginUser) {
-        LambdaQueryWrapper<StockInventory> wrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), StockInventory::getDeptId);
-        return defaultList(stockInventoryMapper.selectList(wrapper));
-    }
-
-    private Map<Long, ProductModel> queryProductModels(Set<Long> modelIds) {
-        if (modelIds == null || modelIds.isEmpty()) {
-            return defaultList(productModelMapper.selectList(null)).stream()
-                    .filter(item -> item.getId() != null)
-                    .collect(Collectors.toMap(ProductModel::getId, item -> item, (a, b) -> a));
-        }
-        LambdaQueryWrapper<ProductModel> wrapper = new LambdaQueryWrapper<>();
-        wrapper.in(ProductModel::getId, modelIds);
-        return defaultList(productModelMapper.selectList(wrapper)).stream()
-                .filter(item -> item.getId() != null)
-                .collect(Collectors.toMap(ProductModel::getId, item -> item, (a, b) -> a));
-    }
-
-    private Map<Long, Product> queryProducts(Collection<ProductModel> models) {
-        Set<Long> productIds = models == null ? Set.of() : models.stream()
-                .map(ProductModel::getProductId)
-                .filter(Objects::nonNull)
-                .collect(Collectors.toSet());
-        if (productIds.isEmpty()) {
-            return Map.of();
-        }
-        LambdaQueryWrapper<Product> wrapper = new LambdaQueryWrapper<>();
-        wrapper.in(Product::getId, productIds);
-        return defaultList(productMapper.selectList(wrapper)).stream()
-                .filter(item -> item.getId() != null)
-                .collect(Collectors.toMap(Product::getId, item -> item, (a, b) -> a));
-    }
-
-    private Map<Long, BigDecimal> queryAverageUnitCostByModel(LoginUser loginUser, Set<Long> productModelIds) {
-        LambdaQueryWrapper<ProcurementRecordStorage> wrapper = new LambdaQueryWrapper<>();
-        applyTenantFilter(wrapper, loginUser.getTenantId(), ProcurementRecordStorage::getTenantId);
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), ProcurementRecordStorage::getDeptId);
-        wrapper.in(ProcurementRecordStorage::getType, List.of(1, 2));
-        if (productModelIds != null && !productModelIds.isEmpty()) {
-            wrapper.in(ProcurementRecordStorage::getProductModelId, productModelIds);
-        }
-        List<ProcurementRecordStorage> rows = defaultList(procurementRecordMapper.selectList(wrapper));
-        Map<Long, BigDecimal> amountByModel = new HashMap<>();
-        Map<Long, BigDecimal> qtyByModel = new HashMap<>();
-        for (ProcurementRecordStorage row : rows) {
-            if (row.getProductModelId() == null) {
-                continue;
-            }
-            BigDecimal qty = defaultDecimal(row.getInboundNum());
-            if (qty.compareTo(BigDecimal.ZERO) <= 0) {
-                continue;
-            }
-            BigDecimal amount = defaultDecimal(row.getUnitPrice()).multiply(qty);
-            amountByModel.merge(row.getProductModelId(), amount, BigDecimal::add);
-            qtyByModel.merge(row.getProductModelId(), qty, BigDecimal::add);
-        }
-        Map<Long, BigDecimal> result = new HashMap<>();
-        for (Map.Entry<Long, BigDecimal> entry : amountByModel.entrySet()) {
-            BigDecimal qty = qtyByModel.get(entry.getKey());
-            if (qty == null || qty.compareTo(BigDecimal.ZERO) <= 0) {
-                continue;
-            }
-            result.put(entry.getKey(), entry.getValue().divide(qty, 6, RoundingMode.HALF_UP));
-        }
-        return result;
-    }
-
-    private OutboundStats queryOutboundStats(LoginUser loginUser, Set<Long> productModelIds, DateRange range) {
-        LambdaQueryWrapper<ProcurementRecordOut> wrapper = new LambdaQueryWrapper<>();
-        applyTenantFilter(wrapper, loginUser.getTenantId(), ProcurementRecordOut::getTenantId);
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), ProcurementRecordOut::getDeptId);
-        if (productModelIds != null && !productModelIds.isEmpty()) {
-            wrapper.in(ProcurementRecordOut::getProductModelId, productModelIds);
-        }
-        wrapper.ge(ProcurementRecordOut::getCreateTime, range.start().atStartOfDay())
-                .lt(ProcurementRecordOut::getCreateTime, range.end().plusDays(1).atStartOfDay());
-        List<ProcurementRecordOut> outList = defaultList(procurementRecordOutMapper.selectList(wrapper));
-        if (outList.isEmpty()) {
-            return OutboundStats.empty();
-        }
-        Set<Integer> storageIds = outList.stream()
-                .map(ProcurementRecordOut::getProcurementRecordStorageId)
-                .filter(Objects::nonNull)
-                .collect(Collectors.toSet());
-        Map<Integer, ProcurementRecordStorage> storageMap = storageIds.isEmpty()
-                ? Map.of()
-                : defaultList(procurementRecordMapper.selectBatchIds(storageIds)).stream()
-                .collect(Collectors.toMap(ProcurementRecordStorage::getId, item -> item, (a, b) -> a));
-
-        Map<Long, BigDecimal> outboundQtyByModel = new HashMap<>();
-        Map<Long, LocalDateTime> lastOutboundTimeByModel = new HashMap<>();
-        BigDecimal totalOutboundCost = BigDecimal.ZERO;
-        for (ProcurementRecordOut out : outList) {
-            Long modelId = out.getProductModelId();
-            if (modelId == null) {
-                continue;
-            }
-            BigDecimal qty = defaultDecimal(out.getInboundNum());
-            outboundQtyByModel.merge(modelId, qty, BigDecimal::add);
-            if (out.getCreateTime() != null) {
-                LocalDateTime existing = lastOutboundTimeByModel.get(modelId);
-                if (existing == null || out.getCreateTime().isAfter(existing)) {
-                    lastOutboundTimeByModel.put(modelId, out.getCreateTime());
-                }
-            }
-            ProcurementRecordStorage storage = storageMap.get(out.getProcurementRecordStorageId());
-            BigDecimal unitPrice = storage == null ? BigDecimal.ZERO : defaultDecimal(storage.getUnitPrice());
-            totalOutboundCost = totalOutboundCost.add(unitPrice.multiply(qty));
-        }
-        return new OutboundStats(outboundQtyByModel, lastOutboundTimeByModel, totalOutboundCost);
-    }
-
-    private List<InventoryMetric> buildInventoryMetrics(List<StockInventory> inventoryRows,
-                                                        Map<Long, ProductModel> productModelMap,
-                                                        Map<Long, Product> productMap,
-                                                        Map<Long, BigDecimal> avgUnitCostByModelId,
-                                                        OutboundStats outboundStats) {
-        Map<Long, InventoryMetricBuilder> metricBuilderByModel = new HashMap<>();
-        for (StockInventory row : inventoryRows) {
-            if (row.getProductModelId() == null) {
-                continue;
-            }
-            InventoryMetricBuilder builder = metricBuilderByModel.computeIfAbsent(row.getProductModelId(), InventoryMetricBuilder::new);
-            builder.addQuantity(maxZero(defaultDecimal(row.getQualitity()).subtract(defaultDecimal(row.getLockedQuantity()))));
-            builder.addLockedQuantity(defaultDecimal(row.getLockedQuantity()));
-            builder.addWarnNum(defaultDecimal(row.getWarnNum()));
-            if (row.getCreateTime() != null) {
-                builder.updateFirstInTime(row.getCreateTime());
-            }
-        }
-
-        List<InventoryMetric> result = new ArrayList<>();
-        LocalDate today = LocalDate.now();
-        for (InventoryMetricBuilder builder : metricBuilderByModel.values()) {
-            Long modelId = builder.modelId();
-            ProductModel model = productModelMap.get(modelId);
-            Product product = model == null ? null : productMap.get(model.getProductId());
-            BigDecimal unitCost = avgUnitCostByModelId.getOrDefault(modelId, BigDecimal.ZERO);
-            BigDecimal value = builder.quantity().multiply(unitCost);
-            LocalDateTime lastOutTime = outboundStats.lastOutboundTimeByModel().get(modelId);
-            long stagnantDays;
-            if (lastOutTime != null) {
-                stagnantDays = daysBetween(lastOutTime.toLocalDate(), today);
-            } else if (builder.firstInTime() != null) {
-                stagnantDays = daysBetween(builder.firstInTime().toLocalDate(), today);
-            } else {
-                stagnantDays = 0;
-            }
-            BigDecimal outQty = outboundStats.outboundQtyByModel().getOrDefault(modelId, BigDecimal.ZERO);
-            boolean overstock = builder.warnNum().compareTo(BigDecimal.ZERO) > 0
-                    && builder.quantity().compareTo(builder.warnNum().multiply(new BigDecimal("3"))) > 0;
-            result.add(new InventoryMetric(
-                    modelId,
-                    product == null ? "鏈煡浜у搧" : safe(product.getProductName()),
-                    model == null ? "鏈煡鍨嬪彿" : safe(model.getModel()),
-                    builder.quantity(),
-                    builder.lockedQuantity(),
-                    unitCost,
-                    value,
-                    outQty,
-                    stagnantDays,
-                    overstock
-            ));
-        }
-        return result;
-    }
-
-    private List<AccountSalesCollection> queryCollections(LoginUser loginUser, DateRange range) {
-        LambdaQueryWrapper<AccountSalesCollection> wrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), AccountSalesCollection::getDeptId);
-        wrapper.ge(AccountSalesCollection::getCollectionDate, range.start())
-                .le(AccountSalesCollection::getCollectionDate, range.end())
-                .orderByAsc(AccountSalesCollection::getCollectionDate);
-        return defaultList(accountSalesCollectionMapper.selectList(wrapper));
-    }
-
-    private List<AccountPurchasePayment> queryPayments(LoginUser loginUser, DateRange range) {
-        LambdaQueryWrapper<AccountPurchasePayment> wrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), AccountPurchasePayment::getDeptId);
-        wrapper.ge(AccountPurchasePayment::getPaymentDate, range.start())
-                .le(AccountPurchasePayment::getPaymentDate, range.end())
-                .orderByAsc(AccountPurchasePayment::getPaymentDate);
-        return defaultList(accountPurchasePaymentMapper.selectList(wrapper));
-    }
-
-    private List<MonthlyCashFlow> buildMonthlyCashFlow(DateRange range,
-                                                       List<AccountSalesCollection> collections,
-                                                       List<AccountPurchasePayment> payments) {
-        Map<YearMonth, BigDecimal> incomeByMonth = new LinkedHashMap<>();
-        Map<YearMonth, BigDecimal> expenseByMonth = new LinkedHashMap<>();
-        YearMonth startMonth = YearMonth.from(range.start());
-        YearMonth endMonth = YearMonth.from(range.end());
-        for (YearMonth month = startMonth; !month.isAfter(endMonth); month = month.plusMonths(1)) {
-            incomeByMonth.put(month, BigDecimal.ZERO);
-            expenseByMonth.put(month, BigDecimal.ZERO);
-        }
-
-        for (AccountSalesCollection row : collections) {
-            if (row.getCollectionDate() == null) {
-                continue;
-            }
-            YearMonth month = YearMonth.from(row.getCollectionDate());
-            if (incomeByMonth.containsKey(month)) {
-                incomeByMonth.put(month, incomeByMonth.get(month).add(defaultDecimal(row.getCollectionAmount())));
-            }
-        }
-        for (AccountPurchasePayment row : payments) {
-            if (row.getPaymentDate() == null) {
-                continue;
-            }
-            YearMonth month = YearMonth.from(row.getPaymentDate());
-            if (expenseByMonth.containsKey(month)) {
-                expenseByMonth.put(month, expenseByMonth.get(month).add(defaultDecimal(row.getPaymentAmount())));
-            }
-        }
-
-        List<MonthlyCashFlow> result = new ArrayList<>();
-        for (YearMonth month : incomeByMonth.keySet()) {
-            BigDecimal income = incomeByMonth.get(month);
-            BigDecimal expense = expenseByMonth.getOrDefault(month, BigDecimal.ZERO);
-            result.add(new MonthlyCashFlow(month.toString(), income, expense, income.subtract(expense)));
-        }
-        return result;
-    }
-
-    private List<MonthlyCashFlow> forecastMonthlyCashFlow(List<MonthlyCashFlow> actual, int forecastMonths) {
-        if (actual.isEmpty()) {
-            List<MonthlyCashFlow> defaults = new ArrayList<>();
-            YearMonth now = YearMonth.now();
-            for (int i = 1; i <= forecastMonths; i++) {
-                YearMonth month = now.plusMonths(i);
-                defaults.add(new MonthlyCashFlow(month.toString(), BigDecimal.ZERO, BigDecimal.ZERO, BigDecimal.ZERO));
-            }
-            return defaults;
-        }
-        List<BigDecimal> series = actual.stream().map(MonthlyCashFlow::netFlow).toList();
-        BigDecimal avg = series.stream().reduce(BigDecimal.ZERO, BigDecimal::add)
-                .divide(new BigDecimal(series.size()), 4, RoundingMode.HALF_UP);
-        BigDecimal slope = BigDecimal.ZERO;
-        if (series.size() > 1) {
-            slope = series.get(series.size() - 1).subtract(series.get(0))
-                    .divide(new BigDecimal(series.size() - 1), 4, RoundingMode.HALF_UP);
-        }
-        YearMonth lastMonth = YearMonth.parse(actual.get(actual.size() - 1).month());
-        List<MonthlyCashFlow> forecast = new ArrayList<>();
-        for (int i = 1; i <= forecastMonths; i++) {
-            YearMonth month = lastMonth.plusMonths(i);
-            BigDecimal net = avg.add(slope.multiply(new BigDecimal(i))).setScale(2, RoundingMode.HALF_UP);
-            BigDecimal income = net.compareTo(BigDecimal.ZERO) >= 0 ? net : BigDecimal.ZERO;
-            BigDecimal expense = net.compareTo(BigDecimal.ZERO) >= 0 ? BigDecimal.ZERO : net.abs();
-            forecast.add(new MonthlyCashFlow(month.toString(), income, expense, net));
-        }
-        return forecast;
-    }
-
-    private StatementSnapshot buildStatementSnapshot(LoginUser loginUser) {
-        LambdaQueryWrapper<AccountStatement> wrapper = new LambdaQueryWrapper<>();
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), AccountStatement::getDeptId);
-        wrapper.orderByDesc(AccountStatement::getStatementMonth);
-        List<AccountStatement> rows = defaultList(accountStatementMapper.selectList(wrapper));
-        if (rows.isEmpty()) {
-            return StatementSnapshot.empty();
-        }
-
-        Map<String, AccountStatement> latestByEntity = new HashMap<>();
-        for (AccountStatement row : rows) {
-            if (row.getAccountType() == null || row.getCustomerId() == null || !StringUtils.hasText(row.getStatementMonth())) {
-                continue;
-            }
-            String key = row.getAccountType() + "::" + row.getCustomerId();
-            AccountStatement existing = latestByEntity.get(key);
-            if (existing == null || row.getStatementMonth().compareTo(existing.getStatementMonth()) > 0) {
-                latestByEntity.put(key, row);
-            }
-        }
-
-        BigDecimal receivableTotal = BigDecimal.ZERO;
-        BigDecimal payableTotal = BigDecimal.ZERO;
-        List<StatementMetric> receivableMetrics = new ArrayList<>();
-        List<StatementMetric> payableMetrics = new ArrayList<>();
-        for (AccountStatement row : latestByEntity.values()) {
-            BigDecimal closing = defaultDecimal(row.getClosingBalance());
-            if (Objects.equals(row.getAccountType(), 1)) {
-                receivableTotal = receivableTotal.add(closing);
-                receivableMetrics.add(new StatementMetric(String.valueOf(row.getCustomerId()), closing,
-                        defaultDecimal(row.getCurrentPlan()), defaultDecimal(row.getCurrentActually()), safe(row.getStatementMonth())));
-            } else if (Objects.equals(row.getAccountType(), 2)) {
-                payableTotal = payableTotal.add(closing);
-                payableMetrics.add(new StatementMetric(String.valueOf(row.getCustomerId()), closing,
-                        defaultDecimal(row.getCurrentPlan()), defaultDecimal(row.getCurrentActually()), safe(row.getStatementMonth())));
-            }
-        }
-        receivableMetrics.sort(Comparator.comparing(StatementMetric::closingBalance).reversed());
-        payableMetrics.sort(Comparator.comparing(StatementMetric::closingBalance).reversed());
-
-        return new StatementSnapshot(
-                receivableTotal,
-                payableTotal,
-                receivableMetrics.stream().limit(10).toList(),
-                payableMetrics.stream().limit(10).toList()
-        );
-    }
-
-    private BigDecimal calculateTotalDepreciation(LoginUser loginUser) {
-        LambdaQueryWrapper<DeviceLedger> wrapper = new LambdaQueryWrapper<>();
-        applyTenantFilter(wrapper, loginUser.getTenantId(), DeviceLedger::getTenantId);
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), DeviceLedger::getDeptId);
-        wrapper.eq(DeviceLedger::getIsDepr, 1);
-        List<DeviceLedger> devices = defaultList(deviceLedgerMapper.selectList(wrapper));
-        BigDecimal total = BigDecimal.ZERO;
-        for (DeviceLedger device : devices) {
-            total = total.add(defaultDecimal(AccountingServiceImpl.calculatePreciseDepreciation(device)));
-        }
-        return total;
-    }
-
-    private Map<Long, BigDecimal> allocateDepreciation(List<SalesLedger> ledgers, BigDecimal totalDepreciation, BigDecimal totalRevenue) {
-        if (ledgers.isEmpty() || totalDepreciation.compareTo(BigDecimal.ZERO) <= 0) {
-            return Map.of();
-        }
-        Map<Long, BigDecimal> result = new HashMap<>();
-        if (totalRevenue.compareTo(BigDecimal.ZERO) <= 0) {
-            BigDecimal avg = totalDepreciation.divide(new BigDecimal(ledgers.size()), 4, RoundingMode.HALF_UP);
-            for (SalesLedger ledger : ledgers) {
-                result.put(ledger.getId(), avg);
-            }
-            return result;
-        }
-        for (SalesLedger ledger : ledgers) {
-            BigDecimal revenue = defaultDecimal(ledger.getContractAmount());
-            BigDecimal ratio = revenue.divide(totalRevenue, 6, RoundingMode.HALF_UP);
-            result.put(ledger.getId(), totalDepreciation.multiply(ratio));
-        }
-        return result;
-    }
-
-    private BigDecimal fallbackMaterialCost(List<SalesLedgerProduct> products, BigDecimal revenue) {
-        if (products != null && !products.isEmpty()) {
-            BigDecimal productAmount = products.stream()
-                    .map(SalesLedgerProduct::getTaxExclusiveTotalPrice)
-                    .filter(Objects::nonNull)
-                    .reduce(BigDecimal.ZERO, BigDecimal::add);
-            if (productAmount.compareTo(BigDecimal.ZERO) > 0) {
-                return productAmount;
-            }
-        }
-        return revenue.multiply(DEFAULT_FALLBACK_MATERIAL_COST_RATE);
-    }
-
-    private Map<String, String> queryCustomerNameMap(Set<String> idSet) {
-        if (idSet == null || idSet.isEmpty()) {
-            return Map.of();
-        }
-        Set<Long> ids = idSet.stream()
-                .map(this::toLongOrNull)
-                .filter(Objects::nonNull)
-                .collect(Collectors.toSet());
-        if (ids.isEmpty()) {
-            return Map.of();
-        }
-        LambdaQueryWrapper<Customer> wrapper = new LambdaQueryWrapper<>();
-        wrapper.in(Customer::getId, ids);
-        return defaultList(customerMapper.selectList(wrapper)).stream()
-                .collect(Collectors.toMap(item -> String.valueOf(item.getId()), Customer::getCustomerName, (a, b) -> a));
-    }
-
-    private Map<String, String> querySupplierNameMap(Set<String> idSet) {
-        if (idSet == null || idSet.isEmpty()) {
-            return Map.of();
-        }
-        Set<Long> ids = idSet.stream()
-                .map(this::toLongOrNull)
-                .filter(Objects::nonNull)
-                .collect(Collectors.toSet());
-        if (ids.isEmpty()) {
-            return Map.of();
-        }
-        LambdaQueryWrapper<SupplierManage> wrapper = new LambdaQueryWrapper<>();
-        wrapper.in(SupplierManage::getId, ids);
-        return defaultList(supplierManageMapper.selectList(wrapper)).stream()
-                .collect(Collectors.toMap(item -> String.valueOf(item.getId()), SupplierManage::getSupplierName, (a, b) -> a));
-    }
-
-    private String riskLevelByAmount(BigDecimal amount) {
-        if (amount.compareTo(new BigDecimal("5000000")) >= 0) {
-            return "high";
-        }
-        if (amount.compareTo(new BigDecimal("1000000")) >= 0) {
-            return "medium";
-        }
-        return "low";
-    }
-
-    private long countDevices(LoginUser loginUser) {
-        LambdaQueryWrapper<DeviceLedger> wrapper = new LambdaQueryWrapper<>();
-        applyTenantFilter(wrapper, loginUser.getTenantId(), DeviceLedger::getTenantId);
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), DeviceLedger::getDeptId);
-        return deviceLedgerMapper.selectCount(wrapper);
-    }
-
-    private long countRepairingDevices(LoginUser loginUser) {
-        LambdaQueryWrapper<DeviceRepair> wrapper = new LambdaQueryWrapper<>();
-        applyTenantFilter(wrapper, loginUser.getTenantId(), DeviceRepair::getTenantId);
-        applyDeptFilter(wrapper, loginUser.getCurrentDeptId(), DeviceRepair::getDeptId);
-        wrapper.in(DeviceRepair::getStatus, List.of(0, 3));
-        return deviceRepairMapper.selectCount(wrapper);
-    }
-
-    private BigDecimal estimateInventoryValue(LoginUser loginUser, List<StockInventory> inventories) {
-        if (inventories == null || inventories.isEmpty()) {
-            return BigDecimal.ZERO;
-        }
-        Set<Long> modelIds = inventories.stream().map(StockInventory::getProductModelId).filter(Objects::nonNull).collect(Collectors.toSet());
-        Map<Long, BigDecimal> costMap = queryAverageUnitCostByModel(loginUser, modelIds);
-        BigDecimal total = BigDecimal.ZERO;
-        for (StockInventory inventory : inventories) {
-            BigDecimal qty = maxZero(defaultDecimal(inventory.getQualitity()).subtract(defaultDecimal(inventory.getLockedQuantity())));
-            BigDecimal unit = costMap.getOrDefault(inventory.getProductModelId(), BigDecimal.ZERO);
-            total = total.add(qty.multiply(unit));
-        }
-        return total;
-    }
-
-    private DateRange previousSameLengthRange(DateRange range) {
-        long days = daysBetween(range.start(), range.end()) + 1L;
-        LocalDate prevEnd = range.start().minusDays(1);
-        LocalDate prevStart = prevEnd.minusDays(days - 1L);
-        return new DateRange(prevStart, prevEnd, prevStart + "鑷�" + prevEnd);
-    }
-
-    private List<String> buildProfitReasons(BigDecimal revenue,
-                                            BigDecimal materialCost,
-                                            BigDecimal laborCost,
-                                            BigDecimal scrapCost,
-                                            BigDecimal profit,
-                                            BigDecimal profitRate) {
-        List<String> reasons = new ArrayList<>();
-        BigDecimal materialRate = rate(materialCost, revenue);
-        if (materialRate.compareTo(new BigDecimal("0.70")) >= 0) {
-            reasons.add("鏉愭枡鎴愭湰鍗犳瘮瓒呰繃70%");
-        } else if (materialRate.compareTo(new BigDecimal("0.55")) >= 0) {
-            reasons.add("鏉愭枡鎴愭湰鍗犳瘮鍋忛珮");
-        }
-        BigDecimal laborRate = rate(laborCost, revenue);
-        if (laborRate.compareTo(new BigDecimal("0.20")) >= 0) {
-            reasons.add("浜哄伐鎴愭湰鍗犳瘮瓒呰繃20%");
-        } else if (laborRate.compareTo(new BigDecimal("0.12")) >= 0) {
-            reasons.add("浜哄伐鎴愭湰澧為暱鍋忓揩");
-        }
-        BigDecimal scrapRate = rate(scrapCost, revenue);
-        if (scrapRate.compareTo(new BigDecimal("0.05")) >= 0) {
-            reasons.add("鎶ュ簾鎹熻�楀崰姣斿亸楂�");
-        }
-        if (profit.compareTo(BigDecimal.ZERO) < 0) {
-            reasons.add("璁㈠崟澶勪簬浜忔崯鐘舵��");
-        } else if (profitRate.compareTo(new BigDecimal("0.08")) < 0) {
-            reasons.add("鍒╂鼎鐜囦綆浜�8%");
-        }
-        if (reasons.isEmpty()) {
-            reasons.add("鎴愭湰缁撴瀯澶勪簬鍚堢悊鍖洪棿");
-        }
-        return reasons;
-    }
-
-    private String buildProfitSuggestion(String riskLevel, List<String> reasons) {
-        if ("high".equals(riskLevel)) {
-            return "浼樺厛澶嶆牳BOM鐢ㄩ噺涓庡伐搴忓畾棰濓紝蹇呰鏃惰皟鏁存姤浠峰拰浠樻鏉℃锛屽苟闄愬埗瓒呰处鏈熶氦浠樸��";
-        }
-        if ("medium".equals(riskLevel)) {
-            return "寤鸿浼樺寲閲囪喘鎵规鍜屽伐搴忔帓浜э紝鎻愬崌涓�娆″悎鏍肩巼骞跺悓姝ユ墽琛屾瘺鍒╅璀︺��";
-        }
-        if (reasons.stream().anyMatch(item -> item.contains("鏉愭枡"))) {
-            return "淇濇寔鏉愭枡閲囪喘鎴愭湰鐪嬫澘锛屾寜鍛ㄨ窡韪富瑕佹潗鏂欏崟浠锋尝鍔ㄣ��";
-        }
-        return "缁存寔褰撳墠缁忚惀鑺傚锛岀户缁窡韪鍗曞埄娑︾巼鍜屽洖娆炬晥鐜囥��";
-    }
-
-    private Map<String, Object> toOrderCostItem(OrderProfitMetric metric) {
-        Map<String, Object> item = new LinkedHashMap<>();
-        item.put("ledgerId", metric.ledgerId());
-        item.put("salesContractNo", metric.salesContractNo());
-        item.put("customerName", metric.customerName());
-        item.put("projectName", metric.projectName());
-        item.put("entryDate", formatDate(metric.entryDate()));
-        item.put("deliveryDate", formatDate(metric.deliveryDate()));
-        item.put("revenue", metric.revenue());
-        item.put("materialCost", metric.materialCost());
-        item.put("laborCost", metric.laborCost());
-        item.put("depreciationCost", metric.depreciationCost());
-        item.put("scrapCost", metric.scrapCost());
-        item.put("totalCost", metric.totalCost());
-        item.put("profit", metric.profit());
-        item.put("profitRate", toPercent(metric.profitRate()));
-        item.put("riskLevel", metric.riskLevel());
-        item.put("reasons", metric.reasons());
-        item.put("suggestion", metric.suggestion());
-        return item;
-    }
-
-    private Map<String, Object> toRiskOrderItem(OrderProfitMetric metric) {
-        Map<String, Object> map = toOrderCostItem(metric);
-        map.put("priority", "high".equals(metric.riskLevel()) ? "high" : ("medium".equals(metric.riskLevel()) ? "medium" : "low"));
-        return map;
-    }
-
-    private List<Map<String, Object>> buildCustomerProfitTop(List<OrderProfitMetric> metrics, int topN) {
-        Map<String, BigDecimal> customerProfitMap = new HashMap<>();
-        Map<String, BigDecimal> customerRevenueMap = new HashMap<>();
-        for (OrderProfitMetric metric : metrics) {
-            customerProfitMap.merge(metric.customerName(), metric.profit(), BigDecimal::add);
-            customerRevenueMap.merge(metric.customerName(), metric.revenue(), BigDecimal::add);
-        }
-        return customerProfitMap.entrySet().stream()
-                .sorted(Map.Entry.<String, BigDecimal>comparingByValue().reversed())
-                .limit(topN)
-                .map(entry -> {
-                    Map<String, Object> map = new LinkedHashMap<>();
-                    BigDecimal revenue = customerRevenueMap.getOrDefault(entry.getKey(), BigDecimal.ZERO);
-                    map.put("customerName", entry.getKey());
-                    map.put("profit", entry.getValue());
-                    map.put("revenue", revenue);
-                    map.put("profitRate", toPercent(rate(entry.getValue(), revenue)));
-                    return map;
-                })
-                .toList();
-    }
-
-    private Map<String, Object> toInventoryItem(InventoryMetric metric) {
-        Map<String, Object> map = new LinkedHashMap<>();
-        map.put("productModelId", metric.modelId());
-        map.put("productName", metric.productName());
-        map.put("model", metric.modelName());
-        map.put("quantity", metric.quantity());
-        map.put("lockedQuantity", metric.lockedQuantity());
-        map.put("avgUnitCost", metric.avgUnitCost());
-        map.put("inventoryValue", metric.inventoryValue());
-        map.put("outboundQuantity", metric.outboundQuantity());
-        map.put("stagnantDays", metric.stagnantDays());
-        map.put("overstock", metric.overstock());
-        map.put("riskLevel", metric.stagnantDays() >= 90 ? "high" : (metric.stagnantDays() >= 30 ? "medium" : "low"));
-        return map;
-    }
-
-    private boolean matchInventoryKeyword(InventoryMetric metric, String keyword) {
-        if (!StringUtils.hasText(keyword)) {
-            return true;
-        }
-        return metric.productName().contains(keyword.trim()) || metric.modelName().contains(keyword.trim());
-    }
-
-    private Map<String, Object> toMonthlyCashFlowItem(MonthlyCashFlow flow) {
-        Map<String, Object> map = new LinkedHashMap<>();
-        map.put("month", flow.month());
-        map.put("income", flow.income());
-        map.put("expense", flow.expense());
-        map.put("netFlow", flow.netFlow());
-        return map;
-    }
-
-    private Map<String, Object> toStatementRiskItem(StatementMetric metric, Map<String, String> nameMap, String type) {
-        BigDecimal actualRate = rate(metric.actualAmount(), metric.planAmount());
-        Map<String, Object> map = new LinkedHashMap<>();
-        map.put(type + "Id", metric.entityId());
-        map.put(type + "Name", safe(nameMap.get(metric.entityId())));
-        map.put("statementMonth", metric.statementMonth());
-        map.put("closingBalance", metric.closingBalance());
-        map.put("planAmount", metric.planAmount());
-        map.put("actualAmount", metric.actualAmount());
-        map.put("actualRate", toPercent(actualRate));
-        map.put("riskLevel", metric.closingBalance().compareTo(new BigDecimal("1000000")) > 0 || actualRate.compareTo(new BigDecimal("0.50")) < 0 ? "high" : "medium");
-        return map;
-    }
-
-    private Map<String, Object> anomalyItem(String level, String type, String message, Map<String, Object> detail) {
-        Map<String, Object> map = new LinkedHashMap<>();
-        map.put("riskLevel", level);
-        map.put("type", type);
-        map.put("message", message);
-        map.put("detail", detail);
-        return map;
-    }
-
-    private Map<String, Object> riskSuggestion(String type, String level, String suggestion) {
-        Map<String, Object> map = new LinkedHashMap<>();
-        map.put("type", type);
-        map.put("level", level);
-        map.put("suggestion", suggestion);
-        return map;
-    }
-
-    private Map<String, Object> buildCostCompositionPie(BigDecimal material, BigDecimal labor, BigDecimal depreciation, BigDecimal scrap) {
-        List<Map<String, Object>> data = List.of(
-                Map.of("name", "鏉愭枡鎴愭湰", "value", material),
-                Map.of("name", "浜哄伐鎴愭湰", "value", labor),
-                Map.of("name", "鎶樻棫鎴愭湰", "value", depreciation),
-                Map.of("name", "鎹熻�楁垚鏈�", "value", scrap)
-        );
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "鎴愭湰鏋勬垚", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "item"));
-        option.put("series", List.of(Map.of("name", "鎴愭湰鏋勬垚", "type", "pie", "radius", "60%", "data", data)));
-        return option;
-    }
-
-    private Map<String, Object> buildOrderProfitBar(List<OrderProfitMetric> metrics) {
-        List<OrderProfitMetric> top = metrics.stream()
-                .sorted(Comparator.comparing(OrderProfitMetric::profit))
-                .limit(10)
-                .toList();
-        List<String> xData = top.stream().map(OrderProfitMetric::salesContractNo).toList();
-        List<BigDecimal> yData = top.stream().map(OrderProfitMetric::profit).toList();
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "璁㈠崟鍒╂鼎鍒嗗竷", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", xData));
-        option.put("yAxis", Map.of("type", "value"));
-        option.put("series", List.of(Map.of("name", "鍒╂鼎", "type", "bar", "data", yData)));
-        return option;
-    }
-
-    private Map<String, Object> buildProcessCostBar(Map<String, BigDecimal> processCosts) {
-        List<String> xData = new ArrayList<>(processCosts.keySet());
-        List<BigDecimal> yData = new ArrayList<>(processCosts.values());
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "宸ュ簭鎴愭湰鎺掑悕", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", xData));
-        option.put("yAxis", Map.of("type", "value"));
-        option.put("series", List.of(Map.of("name", "鎴愭湰", "type", "bar", "data", yData)));
-        return option;
-    }
-
-    private Map<String, Object> buildProfitDistributionBar(List<OrderProfitMetric> metrics) {
-        List<OrderProfitMetric> sorted = metrics.stream()
-                .sorted(Comparator.comparing(OrderProfitMetric::profitRate))
-                .limit(15)
-                .toList();
-        List<String> xData = sorted.stream().map(OrderProfitMetric::salesContractNo).toList();
-        List<BigDecimal> yData = sorted.stream().map(metric -> metric.profitRate().multiply(ONE_HUNDRED).setScale(2, RoundingMode.HALF_UP)).toList();
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "璁㈠崟鍒╂鼎鐜囧垎甯�", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", xData));
-        option.put("yAxis", Map.of("type", "value", "name", "%"));
-        option.put("series", List.of(Map.of("name", "鍒╂鼎鐜�", "type", "bar", "data", yData)));
-        return option;
-    }
-
-    private Map<String, Object> buildLossOrderTrendLine(List<OrderProfitMetric> metrics) {
-        Map<String, Long> lossByDate = new LinkedHashMap<>();
-        List<OrderProfitMetric> sorted = metrics.stream()
-                .filter(metric -> metric.entryDate() != null)
-                .sorted(Comparator.comparing(OrderProfitMetric::entryDate))
-                .toList();
-        for (OrderProfitMetric metric : sorted) {
-            String day = formatDate(metric.entryDate());
-            long inc = metric.profit().compareTo(BigDecimal.ZERO) < 0 ? 1L : 0L;
-            lossByDate.merge(day, inc, Long::sum);
-        }
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "浜忔崯璁㈠崟瓒嬪娍", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", new ArrayList<>(lossByDate.keySet())));
-        option.put("yAxis", Map.of("type", "value"));
-        option.put("series", List.of(Map.of("name", "浜忔崯璁㈠崟鏁�", "type", "line", "smooth", true, "data", new ArrayList<>(lossByDate.values()))));
-        return option;
-    }
-
-    private Map<String, Object> buildCustomerProfitBar(Map<String, BigDecimal> customerProfitMap) {
-        List<Map.Entry<String, BigDecimal>> top = customerProfitMap.entrySet().stream()
-                .sorted(Map.Entry.<String, BigDecimal>comparingByValue().reversed())
-                .limit(10)
-                .toList();
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "瀹㈡埛鍒╂鼎璐$尞TOP10", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", top.stream().map(Map.Entry::getKey).toList()));
-        option.put("yAxis", Map.of("type", "value"));
-        option.put("series", List.of(Map.of("name", "鍒╂鼎", "type", "bar", "data", top.stream().map(Map.Entry::getValue).toList())));
-        return option;
-    }
-
-    private Map<String, Object> buildInventoryTopBar(List<InventoryMetric> metrics) {
-        List<InventoryMetric> top = metrics.stream()
-                .sorted(Comparator.comparing(InventoryMetric::inventoryValue).reversed())
-                .limit(10)
-                .toList();
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "搴撳瓨璧勯噾鍗犵敤TOP10", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", top.stream().map(item -> item.productName() + "/" + item.modelName()).toList()));
-        option.put("yAxis", Map.of("type", "value"));
-        option.put("series", List.of(Map.of("name", "璧勯噾鍗犵敤", "type", "bar", "data", top.stream().map(InventoryMetric::inventoryValue).toList())));
-        return option;
-    }
-
-    private Map<String, Object> buildInventoryAgingPie(List<InventoryMetric> metrics) {
-        long normal = metrics.stream().filter(item -> item.stagnantDays() < 30).count();
-        long slow = metrics.stream().filter(item -> item.stagnantDays() >= 30 && item.stagnantDays() < 90).count();
-        long stagnant = metrics.stream().filter(item -> item.stagnantDays() >= 90).count();
-        List<Map<String, Object>> data = List.of(
-                Map.of("name", "姝e父", "value", normal),
-                Map.of("name", "缂撴參", "value", slow),
-                Map.of("name", "鍛嗘粸", "value", stagnant)
-        );
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "搴撳瓨搴撻緞鍒嗗竷", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "item"));
-        option.put("series", List.of(Map.of("type", "pie", "radius", "60%", "data", data)));
-        return option;
-    }
-
-    private Map<String, Object> buildTurnoverGauge(BigDecimal turnoverDays) {
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "搴撳瓨鍛ㄨ浆澶╂暟", "left", "center"));
-        option.put("series", List.of(Map.of(
-                "type", "gauge",
-                "min", 0,
-                "max", 180,
-                "detail", Map.of("formatter", "{value}澶�"),
-                "data", List.of(Map.of("value", turnoverDays, "name", "鍛ㄨ浆澶╂暟"))
-        )));
-        return option;
-    }
-
-    private Map<String, Object> buildCashflowTrend(List<MonthlyCashFlow> actual, List<MonthlyCashFlow> forecast) {
-        List<String> labels = new ArrayList<>();
-        List<BigDecimal> netActual = new ArrayList<>();
-        List<BigDecimal> netForecast = new ArrayList<>();
-        for (MonthlyCashFlow point : actual) {
-            labels.add(point.month());
-            netActual.add(point.netFlow());
-            netForecast.add(null);
-        }
-        for (MonthlyCashFlow point : forecast) {
-            labels.add(point.month());
-            netActual.add(null);
-            netForecast.add(point.netFlow());
-        }
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "鐜伴噾娴佽秼鍔匡紙瀹為檯+棰勬祴锛�", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", labels));
-        option.put("yAxis", Map.of("type", "value"));
-        option.put("series", List.of(
-                Map.of("name", "瀹為檯鍑�鐜伴噾娴�", "type", "line", "smooth", true, "data", netActual),
-                Map.of("name", "棰勬祴鍑�鐜伴噾娴�", "type", "line", "smooth", true, "data", netForecast)
-        ));
-        return option;
-    }
-
-    private Map<String, Object> buildReceivablePayableBar(BigDecimal receivable, BigDecimal payable) {
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "搴旀敹搴斾粯浣欓瀵规瘮", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", List.of("搴旀敹", "搴斾粯")));
-        option.put("yAxis", Map.of("type", "value"));
-        option.put("series", List.of(Map.of("name", "浣欓", "type", "bar", "data", List.of(receivable, payable))));
-        return option;
-    }
-
-    private Map<String, Object> buildFundGapGauge(BigDecimal fundGap) {
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "璧勯噾缂哄彛", "left", "center"));
-        option.put("series", List.of(Map.of(
-                "type", "gauge",
-                "min", 0,
-                "max", 10000000,
-                "detail", Map.of("formatter", "{value}"),
-                "data", List.of(Map.of("value", fundGap, "name", "璧勯噾缂哄彛"))
-        )));
-        return option;
-    }
-
-    private Map<String, Object> buildAnomalyLevelPie(List<Map<String, Object>> anomalies) {
-        long high = anomalies.stream().filter(item -> "high".equals(item.get("riskLevel"))).count();
-        long medium = anomalies.stream().filter(item -> "medium".equals(item.get("riskLevel"))).count();
-        long low = anomalies.stream().filter(item -> "low".equals(item.get("riskLevel"))).count();
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "寮傚父绛夌骇鍒嗗竷", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "item"));
-        option.put("series", List.of(Map.of("type", "pie", "radius", "60%", "data", List.of(
-                Map.of("name", "楂橀闄�", "value", high),
-                Map.of("name", "涓闄�", "value", medium),
-                Map.of("name", "浣庨闄�", "value", low)
-        ))));
-        return option;
-    }
-
-    private Map<String, Object> buildAnomalyTypeBar(List<Map<String, Object>> anomalies) {
-        Map<String, Long> countByType = new LinkedHashMap<>();
-        for (Map<String, Object> anomaly : anomalies) {
-            countByType.merge(String.valueOf(anomaly.get("type")), 1L, Long::sum);
-        }
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "寮傚父绫诲瀷鍒嗗竷", "left", "center"));
-        option.put("tooltip", Map.of("trigger", "axis"));
-        option.put("xAxis", Map.of("type", "category", "data", new ArrayList<>(countByType.keySet())));
-        option.put("yAxis", Map.of("type", "value"));
-        option.put("series", List.of(Map.of("name", "寮傚父鏁�", "type", "bar", "data", new ArrayList<>(countByType.values()))));
-        return option;
-    }
-
-    private Map<String, Object> buildInventoryProfitGauge(BigDecimal inventoryValue, BigDecimal profit) {
-        BigDecimal ratio = inventoryValue.compareTo(BigDecimal.ZERO) <= 0
-                ? BigDecimal.ZERO
-                : profit.divide(inventoryValue, 4, RoundingMode.HALF_UP).multiply(ONE_HUNDRED);
-        Map<String, Object> option = new LinkedHashMap<>();
-        option.put("title", Map.of("text", "鍒╂鼎/搴撳瓨璧勯噾姣�", "left", "center"));
-        option.put("series", List.of(Map.of(
-                "type", "gauge",
-                "min", -100,
-                "max", 100,
-                "detail", Map.of("formatter", "{value}%"),
-                "data", List.of(Map.of("value", ratio.setScale(2, RoundingMode.HALF_UP), "name", "鍒╂鼎璧勯噾姣�"))
-        )));
-        return option;
-    }
-
-    private int normalizeLimit(Integer limit) {
-        if (limit == null || limit <= 0) {
-            return DEFAULT_LIMIT;
-        }
-        return Math.min(limit, MAX_LIMIT);
-    }
-
-    private DateRange resolveDateRange(String startDate, String endDate, String timeRange, String defaultLabel) {
-        LocalDate today = LocalDate.now();
-        LocalDate explicitStart = parseLocalDate(startDate);
-        LocalDate explicitEnd = parseLocalDate(endDate);
-        if (explicitStart != null || explicitEnd != null) {
-            LocalDate start = explicitStart != null ? explicitStart : explicitEnd;
-            LocalDate end = explicitEnd != null ? explicitEnd : explicitStart;
-            if (start.isAfter(end)) {
-                LocalDate temp = start;
-                start = end;
-                end = temp;
-            }
-            return new DateRange(start, end, start + "鑷�" + end);
-        }
-
-        if (!StringUtils.hasText(timeRange)) {
-            if ("浠婂ぉ".equals(defaultLabel)) {
-                return new DateRange(today, today, "浠婂ぉ");
-            }
-            if ("鏈懆".equals(defaultLabel)) {
-                LocalDate start = today.minusDays(today.getDayOfWeek().getValue() - 1L);
-                return new DateRange(start, today, "鏈懆");
-            }
-            if ("鏈湀".equals(defaultLabel)) {
-                return new DateRange(today.withDayOfMonth(1), today, "鏈湀");
-            }
-            if ("杩�90澶�".equals(defaultLabel)) {
-                return new DateRange(today.minusDays(89), today, "杩�90澶�");
-            }
-            return new DateRange(today.minusDays(29), today, defaultLabel);
-        }
-
-        String text = timeRange.trim();
-        if (text.contains("浠婂ぉ")) {
-            return new DateRange(today, today, "浠婂ぉ");
-        }
-        if (text.contains("鏄ㄥぉ") || text.contains("鏄ㄦ棩")) {
-            LocalDate day = today.minusDays(1);
-            return new DateRange(day, day, "鏄ㄥぉ");
-        }
-        if (text.contains("鏈懆")) {
-            LocalDate start = today.minusDays(today.getDayOfWeek().getValue() - 1L);
-            return new DateRange(start, today, "鏈懆");
-        }
-        if (text.contains("涓婂懆")) {
-            LocalDate thisWeekStart = today.minusDays(today.getDayOfWeek().getValue() - 1L);
-            LocalDate start = thisWeekStart.minusWeeks(1);
-            LocalDate end = thisWeekStart.minusDays(1);
-            return new DateRange(start, end, "涓婂懆");
-        }
-        if (text.contains("鏈湀")) {
-            return new DateRange(today.withDayOfMonth(1), today, "鏈湀");
-        }
-        if (text.contains("涓婃湀")) {
-            YearMonth lastMonth = YearMonth.from(today).minusMonths(1);
-            return new DateRange(lastMonth.atDay(1), lastMonth.atEndOfMonth(), "涓婃湀");
-        }
-        if (text.contains("浠婂勾") || text.contains("鏈勾")) {
-            return new DateRange(today.withDayOfYear(1), today, "浠婂勾");
-        }
-        Matcher relativeMatcher = RELATIVE_PATTERN.matcher(text);
-        if (relativeMatcher.find()) {
-            int amount = Integer.parseInt(relativeMatcher.group(2));
-            String unit = relativeMatcher.group(3);
-            LocalDate start = switch (unit) {
-                case "澶�" -> today.minusDays(Math.max(amount - 1L, 0));
-                case "鍛�" -> today.minusWeeks(Math.max(amount, 1)).plusDays(1);
-                case "涓湀", "鏈�" -> today.minusMonths(Math.max(amount, 1)).plusDays(1);
-                case "骞�" -> today.minusYears(Math.max(amount, 1)).plusDays(1);
-                default -> today.minusDays(29);
-            };
-            return new DateRange(start, today, "杩�" + amount + unit);
-        }
-        Matcher dateMatcher = DATE_PATTERN.matcher(text);
-        if (dateMatcher.find()) {
-            LocalDate start = parseLocalDate(dateMatcher.group(1));
-            LocalDate end = dateMatcher.find() ? parseLocalDate(dateMatcher.group(1)) : start;
-            if (start != null && end != null) {
-                if (start.isAfter(end)) {
-                    LocalDate temp = start;
-                    start = end;
-                    end = temp;
-                }
-                return new DateRange(start, end, start + "鑷�" + end);
-            }
-        }
-        return new DateRange(today.minusDays(29), today, "杩�30澶�");
-    }
-
-    private LocalDate parseLocalDate(String text) {
-        if (!StringUtils.hasText(text)) {
-            return null;
-        }
-        try {
-            return LocalDate.parse(text.trim(), DATE_FMT);
-        } catch (Exception ignored) {
-            return null;
-        }
-    }
-
-    private Date toDate(LocalDate localDate) {
-        return Date.from(localDate.atStartOfDay(ZoneId.systemDefault()).toInstant());
-    }
-
-    private Date toExclusiveEndDate(LocalDate localDate) {
-        return Date.from(localDate.plusDays(1).atStartOfDay(ZoneId.systemDefault()).toInstant());
-    }
-
-    private LocalDate toLocalDate(Date date) {
-        if (date == null) {
-            return null;
-        }
-        return date.toInstant().atZone(ZoneId.systemDefault()).toLocalDate();
-    }
-
-    private String formatDate(LocalDate date) {
-        return date == null ? "" : date.format(DATE_FMT);
-    }
-
-    private long daysBetween(LocalDate start, LocalDate end) {
-        if (start == null || end == null || start.isAfter(end)) {
-            return 0;
-        }
-        return end.toEpochDay() - start.toEpochDay();
-    }
-
-    private BigDecimal defaultDecimal(BigDecimal value) {
-        return value == null ? BigDecimal.ZERO : value;
-    }
-
-    private BigDecimal maxZero(BigDecimal value) {
-        return value == null || value.compareTo(BigDecimal.ZERO) < 0 ? BigDecimal.ZERO : value;
-    }
-
-    private BigDecimal rate(BigDecimal numerator, BigDecimal denominator) {
-        if (denominator == null || denominator.compareTo(BigDecimal.ZERO) <= 0) {
-            return BigDecimal.ZERO;
-        }
-        return defaultDecimal(numerator).divide(denominator, 6, RoundingMode.HALF_UP);
-    }
-
-    private String toPercent(BigDecimal decimal) {
-        if (decimal == null) {
-            return "0.00%";
-        }
-        BigDecimal rate = decimal.multiply(ONE_HUNDRED).setScale(2, RoundingMode.HALF_UP);
-        return rate.toPlainString() + "%";
-    }
-
-    private BigDecimal avgRate(List<OrderProfitMetric> metrics) {
-        if (metrics == null || metrics.isEmpty()) {
-            return BigDecimal.ZERO;
-        }
-        BigDecimal sum = metrics.stream().map(OrderProfitMetric::profitRate).reduce(BigDecimal.ZERO, BigDecimal::add);
-        return sum.divide(new BigDecimal(metrics.size()), 6, RoundingMode.HALF_UP);
-    }
-
-    private BigDecimal estimateLaborCost(ProductionAccount account, Map<String, BigDecimal> salaryQuotaByOperation) {
-        BigDecimal salaryQuota = salaryQuotaByOperation.getOrDefault(safe(account.getTechnologyOperationName()), BigDecimal.ZERO);
-        BigDecimal finishedNum = defaultDecimal(account.getFinishedNum());
-        BigDecimal workHours = defaultDecimal(account.getWorkHours());
-        if (salaryQuota.compareTo(BigDecimal.ZERO) > 0 && finishedNum.compareTo(BigDecimal.ZERO) > 0) {
-            return finishedNum.multiply(salaryQuota);
-        }
-        if (salaryQuota.compareTo(BigDecimal.ZERO) > 0 && workHours.compareTo(BigDecimal.ZERO) > 0) {
-            return workHours.multiply(salaryQuota);
-        }
-        if (workHours.compareTo(BigDecimal.ZERO) > 0) {
-            return workHours;
-        }
-        return finishedNum;
-    }
-
-    private List<Long> parseIdList(String raw) {
-        if (!StringUtils.hasText(raw)) {
-            return List.of();
-        }
-        String text = raw.replace("[", "").replace("]", "").replace(" ", "");
-        if (!StringUtils.hasText(text)) {
-            return List.of();
-        }
-        List<Long> result = new ArrayList<>();
-        for (String part : text.split(",")) {
-            if (!StringUtils.hasText(part)) {
-                continue;
-            }
-            try {
-                result.add(Long.parseLong(part.trim()));
-            } catch (Exception ignored) {
-            }
-        }
-        return result;
-    }
-
-    private int keywordHitCount(List<String> keywords, String question) {
-        if (!StringUtils.hasText(question) || keywords == null) {
-            return 0;
-        }
-        int count = 0;
-        for (String keyword : keywords) {
-            if (question.contains(keyword)) {
-                count++;
-            }
-        }
-        return count;
-    }
-
-    private String normalizeForMatch(String text) {
-        if (!StringUtils.hasText(text)) {
-            return "";
-        }
-        return text.replace("锛�", "")
-                .replace(",", "")
-                .replace("銆�", "")
-                .replace(".", "")
-                .replace("锛�", "")
-                .replace("!", "")
-                .replace("锛�", "")
-                .replace("?", "")
-                .replace("锛�", "")
-                .replace(":", "")
-                .replace("锛�", "")
-                .replace(";", "")
-                .replace(" ", "")
-                .trim();
-    }
-
-    private String safe(Object value) {
-        return value == null ? "" : String.valueOf(value).replace('\n', ' ').replace('\r', ' ').trim();
-    }
-
-    private LoginUser currentLoginUser(String memoryId) {
-        LoginUser loginUser = aiSessionUserContext.get(memoryId);
-        if (loginUser != null) {
-            return loginUser;
-        }
-        return SecurityUtils.getLoginUser();
-    }
-
-    private Map<String, Object> rangeSummary(DateRange range, int count, String keyword) {
-        Map<String, Object> summary = new LinkedHashMap<>();
-        summary.put("timeRange", range.label());
-        summary.put("startDate", range.start().toString());
-        summary.put("endDate", range.end().toString());
-        summary.put("count", count);
-        summary.put("keyword", safe(keyword));
-        return summary;
-    }
-
-    private Long toLongOrNull(String value) {
-        if (!StringUtils.hasText(value)) {
-            return null;
-        }
-        try {
-            return Long.valueOf(value.trim());
-        } catch (Exception ignored) {
-            return null;
-        }
-    }
-
-    private <T> List<T> defaultList(List<T> list) {
-        return list == null ? List.of() : list;
-    }
-
-    private <T> void applyTenantFilter(LambdaQueryWrapper<T> wrapper, Long tenantId, SFunction<T, Long> field) {
-        if (tenantId != null) {
-            wrapper.eq(field, tenantId);
-        }
-    }
-
-    private <T> void applyDeptFilter(LambdaQueryWrapper<T> wrapper, Long deptId, SFunction<T, Long> field) {
-        if (deptId != null) {
-            wrapper.eq(field, deptId);
-        }
-    }
-
-    private List<KnowledgeDoc> financeKnowledgeBase() {
-        return List.of(
-                new KnowledgeDoc(
-                        "鍒╂鼎涓嬮檷鍒嗘瀽妗嗘灦",
-                        List.of("鍒╂鼎涓嬮檷", "浜忔崯璁㈠崟", "姣涘埄鐜�", "鍑�鍒╃巼"),
-                        "鍏堢湅鏀跺叆绔紙璁㈠崟缁撴瀯銆佸崟浠枫�佷氦浠樺欢杩燂級锛屽啀鐪嬫垚鏈锛堟潗鏂欍�佷汉宸ャ�佹姌鏃с�佹崯鑰楋級锛屾渶鍚庣湅鐜伴噾绔紙鍥炴銆佽处鏈熴�佸潖璐﹂闄╋級銆�",
-                        List.of("sales_ledger", "sales_ledger_product", "production_account", "device_ledger", "account_statement"),
-                        List.of("涓轰粈涔堟湰鏈堝埄娑︿笅闄嶏紵", "鍝簺璁㈠崟浜忔崯鏈�涓ラ噸锛�", "鎴愭湰涓婂崌鏉ヨ嚜鍝釜宸ュ簭锛�")
-                ),
-                new KnowledgeDoc(
-                        "搴撳瓨璧勯噾鍗犵敤璇婃柇",
-                        List.of("搴撳瓨绉帇", "鍛嗘粸搴撳瓨", "鍛ㄨ浆鐜�", "璧勯噾鍗犵敤"),
-                        "搴撳瓨璧勯噾璇婃柇閲嶇偣鐪嬶細搴撳瓨浠峰�笺�佽繎30澶╁嚭搴撴垚鏈�佸憜婊炲ぉ鏁般�佽秴鍌ㄦ瘮渚嬶紝褰㈡垚鍘诲簱瀛樹笌閲囪喘鑺傚鑱斿姩绛栫暐銆�",
-                        List.of("stock_inventory", "procurement_record_storage", "procurement_record_out"),
-                        List.of("鍝簺鐗╂枡璧勯噾鍗犵敤鏈�楂橈紵", "鍝簺搴撳瓨瓒呰繃90澶╂湭鍛ㄨ浆锛�", "搴撳瓨鍛ㄨ浆澶╂暟鏄惁寮傚父锛�")
-                ),
-                new KnowledgeDoc(
-                        "鐜伴噾娴佷笌璐︽椋庨櫓",
-                        List.of("鐜伴噾娴�", "搴旀敹", "搴斾粯", "鍥炴", "璧勯噾缂哄彛"),
-                        "鐜伴噾娴佸垽鏂缁撳悎鏀舵銆佷粯娆俱�佸簲鏀跺簲浠樹綑棰濅笌棰勬祴鍑�娴侀噺锛岄噸鐐瑰叧娉ㄩ珮浣欓瀹㈡埛鍜岄珮闆嗕腑浠樻渚涘簲鍟嗐��",
-                        List.of("account_sales_collection", "account_purchase_payment", "account_statement"),
-                        List.of("鏈潵涓変釜鏈堟槸鍚︽湁璧勯噾缂哄彛锛�", "鍝釜瀹㈡埛鍥炴椋庨櫓鏈�楂橈紵", "浠樻鍘嬪姏鏈�澶х殑鏄摢浜涗緵搴斿晢锛�")
-                ),
-                new KnowledgeDoc(
-                        "涓氳储涓�浣撳寲鍙e緞",
-                        List.of("涓氳储铻嶅悎", "涓氳储鑱斿姩", "鍙e緞", "椹鹃┒鑸�"),
-                        "璁㈠崟鍒╂鼎鍙e緞=閿�鍞敹鍏�-鏉愭枡鎴愭湰-浜哄伐鎴愭湰-璁惧鎶樻棫-鎹熻�楁垚鏈紱缁忚惀椹鹃┒鑸辫仈鍔ㄨ鍗曘�佺敓浜с�佸簱瀛樸�佽澶囥�佽处娆炬暟鎹��",
-                        List.of("sales_ledger", "production_operation_task", "production_product_main", "device_ledger", "stock_inventory", "account_statement"),
-                        List.of("璁㈠崟鍒╂鼎鐜囧浣曡绠楋紵", "缁忚惀椹鹃┒鑸辨牳蹇冩寚鏍囨湁鍝簺锛�")
-                )
-        );
-    }
-
-    private String jsonResponse(boolean success,
-                                String type,
-                                String description,
-                                Map<String, Object> summary,
-                                Map<String, Object> data,
-                                Map<String, Object> charts) {
-        Map<String, Object> result = new LinkedHashMap<>();
-        result.put("success", success);
-        result.put("type", type);
-        result.put("description", description);
-        result.put("summary", summary == null ? Map.of() : summary);
-        result.put("data", data == null ? Map.of() : data);
-        result.put("charts", charts == null ? Map.of() : charts);
-        return JSON.toJSONString(result);
-    }
-
-    private record DateRange(LocalDate start, LocalDate end, String label) {
-    }
-
-    private record OrderProfitMetric(Long ledgerId,
-                                     String salesContractNo,
-                                     String customerName,
-                                     String projectName,
-                                     LocalDate entryDate,
-                                     LocalDate deliveryDate,
-                                     BigDecimal revenue,
-                                     BigDecimal materialCost,
-                                     BigDecimal laborCost,
-                                     BigDecimal depreciationCost,
-                                     BigDecimal scrapCost,
-                                     BigDecimal totalCost,
-                                     BigDecimal profit,
-                                     BigDecimal profitRate,
-                                     String riskLevel,
-                                     List<String> reasons,
-                                     String suggestion) {
-    }
-
-    private record AnalysisBundle(List<OrderProfitMetric> orderMetrics,
-                                  Map<String, BigDecimal> processCostRanking,
-                                  BigDecimal totalRevenue,
-                                  BigDecimal totalMaterialCost,
-                                  BigDecimal totalLaborCost,
-                                  BigDecimal totalDepreciationCost,
-                                  BigDecimal totalScrapCost,
-                                  BigDecimal totalCost,
-                                  BigDecimal totalProfit) {
-        private static AnalysisBundle empty() {
-            return new AnalysisBundle(List.of(), Map.of(), BigDecimal.ZERO, BigDecimal.ZERO, BigDecimal.ZERO,
-                    BigDecimal.ZERO, BigDecimal.ZERO, BigDecimal.ZERO, BigDecimal.ZERO);
-        }
-    }
-
-    private record MaterialCostResult(Map<Long, BigDecimal> materialCostByLedgerId,
-                                      Map<Long, BigDecimal> avgUnitCostByModelId) {
-    }
-
-    private record ProductionCostContext(Map<Long, BigDecimal> laborCostByLedgerId,
-                                         Map<Long, BigDecimal> scrapCostByLedgerId,
-                                         Map<String, BigDecimal> processCostRanking) {
-        private static ProductionCostContext empty() {
-            return new ProductionCostContext(Map.of(), Map.of(), Map.of());
-        }
-    }
-
-    private record InventoryMetric(Long modelId,
-                                   String productName,
-                                   String modelName,
-                                   BigDecimal quantity,
-                                   BigDecimal lockedQuantity,
-                                   BigDecimal avgUnitCost,
-                                   BigDecimal inventoryValue,
-                                   BigDecimal outboundQuantity,
-                                   long stagnantDays,
-                                   boolean overstock) {
-    }
-
-    private static class InventoryMetricBuilder {
-        private final Long modelId;
-        private BigDecimal quantity = BigDecimal.ZERO;
-        private BigDecimal lockedQuantity = BigDecimal.ZERO;
-        private BigDecimal warnNum = BigDecimal.ZERO;
-        private LocalDateTime firstInTime;
-
-        private InventoryMetricBuilder(Long modelId) {
-            this.modelId = modelId;
-        }
-
-        private void addQuantity(BigDecimal quantity) {
-            this.quantity = this.quantity.add(quantity);
-        }
-
-        private void addLockedQuantity(BigDecimal lockedQuantity) {
-            this.lockedQuantity = this.lockedQuantity.add(lockedQuantity);
-        }
-
-        private void addWarnNum(BigDecimal warnNum) {
-            this.warnNum = this.warnNum.max(warnNum);
-        }
-
-        private void updateFirstInTime(LocalDateTime createTime) {
-            if (this.firstInTime == null || createTime.isBefore(this.firstInTime)) {
-                this.firstInTime = createTime;
-            }
-        }
-
-        private Long modelId() {
-            return modelId;
-        }
-
-        private BigDecimal quantity() {
-            return quantity;
-        }
-
-        private BigDecimal lockedQuantity() {
-            return lockedQuantity;
-        }
-
-        private BigDecimal warnNum() {
-            return warnNum;
-        }
-
-        private LocalDateTime firstInTime() {
-            return firstInTime;
-        }
-    }
-
-    private record OutboundStats(Map<Long, BigDecimal> outboundQtyByModel,
-                                 Map<Long, LocalDateTime> lastOutboundTimeByModel,
-                                 BigDecimal totalOutboundCost) {
-        private static OutboundStats empty() {
-            return new OutboundStats(Map.of(), Map.of(), BigDecimal.ZERO);
-        }
-    }
-
-    private record MonthlyCashFlow(String month, BigDecimal income, BigDecimal expense, BigDecimal netFlow) {
-    }
-
-    private record StatementMetric(String entityId,
-                                   BigDecimal closingBalance,
-                                   BigDecimal planAmount,
-                                   BigDecimal actualAmount,
-                                   String statementMonth) {
-    }
-
-    private record StatementSnapshot(BigDecimal receivableTotal,
-                                     BigDecimal payableTotal,
-                                     List<StatementMetric> receivableTop,
-                                     List<StatementMetric> payableTop) {
-        private static StatementSnapshot empty() {
-            return new StatementSnapshot(BigDecimal.ZERO, BigDecimal.ZERO, List.of(), List.of());
-        }
-    }
-
-    private record KnowledgeDoc(String topic,
-                                List<String> keywords,
-                                String knowledge,
-                                List<String> relatedTables,
-                                List<String> suggestedQuestions) {
-    }
-}
diff --git a/src/main/java/com/ruoyi/basic/task/ReturnVisitReminderTask.java b/src/main/java/com/ruoyi/basic/task/ReturnVisitReminderTask.java
index 6d69b7b..81066d6 100644
--- a/src/main/java/com/ruoyi/basic/task/ReturnVisitReminderTask.java
+++ b/src/main/java/com/ruoyi/basic/task/ReturnVisitReminderTask.java
@@ -3,7 +3,7 @@
 import com.ruoyi.basic.pojo.CustomerReturnVisit;
 import com.ruoyi.basic.service.CustomerReturnVisitService;
 import com.ruoyi.framework.redis.RedisCache;
-import com.ruoyi.project.system.service.SysUserClientService;
+
 import lombok.RequiredArgsConstructor;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.scheduling.annotation.Scheduled;
@@ -31,7 +31,7 @@
 
     private final CustomerReturnVisitService customerReturnVisitService;
 
-    private final SysUserClientService userClientService;
+
 
     @SuppressWarnings("unchecked")
     @Scheduled(fixedDelay = 60000)
diff --git a/src/main/java/com/ruoyi/project/system/controller/SysUserClientController.java b/src/main/java/com/ruoyi/project/system/controller/SysUserClientController.java
deleted file mode 100644
index fe1b2f6..0000000
--- a/src/main/java/com/ruoyi/project/system/controller/SysUserClientController.java
+++ /dev/null
@@ -1,43 +0,0 @@
-package com.ruoyi.project.system.controller;
-
-import com.ruoyi.framework.web.controller.BaseController;
-import com.ruoyi.framework.web.domain.AjaxResult;
-import com.ruoyi.project.system.domain.SysUserClient;
-import com.ruoyi.project.system.service.SysUserClientService;
-import com.ruoyi.common.utils.SecurityUtils;
-import io.swagger.v3.oas.annotations.tags.Tag;
-import io.swagger.v3.oas.annotations.Operation;
-import lombok.AllArgsConstructor;
-import org.springframework.beans.factory.annotation.Autowired;
-import org.springframework.web.bind.annotation.PostMapping;
-import org.springframework.web.bind.annotation.RequestBody;
-import org.springframework.web.bind.annotation.RequestMapping;
-import org.springframework.web.bind.annotation.RestController;
-
-/**
- * 鐢ㄦ埛瀹夊崜璁惧绠$悊鎺у埗灞�
- *
- * @author deslrey
- * @version 1.0
- * @since 2026/2/9
- */
-@Tag(name = "鐢ㄦ埛璁惧缁戝畾")
-@RestController
-@RequestMapping("/system/client")
-@AllArgsConstructor
-public class SysUserClientController extends BaseController {
-
-    private SysUserClientService sysUserClientService;
-
-    /**
-     * 娣诲姞/鏇存柊鐢ㄦ埛cid
-     */
-    @PostMapping("/addOrUpdateClientId")
-    @Operation(summary = "娣诲姞/鏇存柊鐢ㄦ埛cid")
-    public AjaxResult addOrUpdateClientId(@RequestBody SysUserClient sysUserClient) {
-        Long userId = SecurityUtils.getUserId();
-        sysUserClient.setUserId(userId);
-        boolean result = sysUserClientService.addOrUpdateClientId(sysUserClient);
-        return result ? success() : error("璁惧缁戝畾澶辫触");
-    }
-}
\ No newline at end of file
diff --git a/src/main/java/com/ruoyi/project/system/domain/SysUserClient.java b/src/main/java/com/ruoyi/project/system/domain/SysUserClient.java
deleted file mode 100644
index 24dc336..0000000
--- a/src/main/java/com/ruoyi/project/system/domain/SysUserClient.java
+++ /dev/null
@@ -1,47 +0,0 @@
-package com.ruoyi.project.system.domain;
-
-import com.baomidou.mybatisplus.annotation.IdType;
-import com.baomidou.mybatisplus.annotation.TableId;
-import com.baomidou.mybatisplus.annotation.TableName;
-import com.fasterxml.jackson.annotation.JsonFormat;
-import lombok.Data;
-import lombok.NoArgsConstructor;
-import lombok.AllArgsConstructor;
-
-import java.io.Serializable;
-import java.util.Date;
-
-/**
- * <br>
- * 鐢ㄦ埛瀹夊崜璁惧鍏宠仈瀵硅薄 sys_user_client
- * </br>
- *
- * @author deslrey
- * @version 1.0
- * @since 2026/2/9
- */
-@Data
-@NoArgsConstructor
-@AllArgsConstructor
-@TableName("sys_user_client")
-public class SysUserClient implements Serializable {
-
-    private static final long serialVersionUID = 1L;
-
-    /**
-     * 鐢ㄦ埛ID
-     */
-    @TableId(type = IdType.INPUT)
-    private Long userId;
-
-    /**
-     * 涓帹璁惧鏍囪瘑 (CID)
-     */
-    private String cid;
-
-    /**
-     * 鏈�鍚庢椿璺冩椂闂�
-     */
-    @JsonFormat(pattern = "yyyy-MM-dd HH:mm:ss")
-    private Date updateTime;
-}
\ No newline at end of file
diff --git a/src/main/java/com/ruoyi/project/system/mapper/SysUserClientMapper.java b/src/main/java/com/ruoyi/project/system/mapper/SysUserClientMapper.java
deleted file mode 100644
index b48e2e7..0000000
--- a/src/main/java/com/ruoyi/project/system/mapper/SysUserClientMapper.java
+++ /dev/null
@@ -1,18 +0,0 @@
-package com.ruoyi.project.system.mapper;
-
-import com.baomidou.mybatisplus.core.mapper.BaseMapper;
-import com.ruoyi.project.system.domain.SysUserClient;
-
-/**
- * <br>
- * 鐢ㄦ埛瀹夊崜璁惧鍏宠仈mapper
- * </br>
- *
- * @author deslrey
- * @version 1.0
- * @since 2026/2/9
- */
-
-public interface SysUserClientMapper extends BaseMapper<SysUserClient> {
-
-}
diff --git a/src/main/java/com/ruoyi/project/system/service/SysUserClientService.java b/src/main/java/com/ruoyi/project/system/service/SysUserClientService.java
deleted file mode 100644
index 0ff0009..0000000
--- a/src/main/java/com/ruoyi/project/system/service/SysUserClientService.java
+++ /dev/null
@@ -1,19 +0,0 @@
-package com.ruoyi.project.system.service;
-
-import com.baomidou.mybatisplus.extension.service.IService;
-import com.ruoyi.project.system.domain.SysUserClient;
-
-/**
- * <br>
- * 鐢ㄦ埛瀹夊崜璁惧鍏宠仈鎺ュ彛
- * </br>
- *
- * @author deslrey
- * @version 1.0
- * @since 2026/2/9
- */
-
-public interface SysUserClientService extends IService<SysUserClient> {
-
-    boolean addOrUpdateClientId(SysUserClient sysUserClient);
-}
diff --git a/src/main/java/com/ruoyi/project/system/service/impl/SysUserClientServiceImpl.java b/src/main/java/com/ruoyi/project/system/service/impl/SysUserClientServiceImpl.java
deleted file mode 100644
index 7130bf4..0000000
--- a/src/main/java/com/ruoyi/project/system/service/impl/SysUserClientServiceImpl.java
+++ /dev/null
@@ -1,43 +0,0 @@
-package com.ruoyi.project.system.service.impl;
-
-import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
-import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
-import com.ruoyi.common.utils.StringUtils;
-import com.ruoyi.project.system.domain.SysUserClient;
-import com.ruoyi.project.system.mapper.SysUserClientMapper;
-import com.ruoyi.project.system.service.SysUserClientService;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-
-import java.util.Date;
-
-/**
- * 鐢ㄦ埛瀹夊崜璁惧鍏宠仈鎺ュ彛瀹炵幇绫�
- *
- * @author deslrey
- * @version 1.0
- * @since 2026/2/9
- */
-@Service
-public class SysUserClientServiceImpl extends ServiceImpl<SysUserClientMapper, SysUserClient> implements SysUserClientService {
-
-    @Override
-    @Transactional(rollbackFor = Exception.class)
-    public boolean addOrUpdateClientId(SysUserClient sysUserClient) {
-        if (sysUserClient == null || sysUserClient.getUserId() == null || StringUtils.isEmpty(sysUserClient.getCid())) {
-            return false;
-        }
-
-        String cid = sysUserClient.getCid();
-        Long userId = sysUserClient.getUserId();
-
-        remove(new LambdaQueryWrapper<SysUserClient>().eq(SysUserClient::getCid, cid).ne(SysUserClient::getUserId, userId));
-
-        SysUserClient userClient = new SysUserClient();
-        userClient.setUserId(userId);
-        userClient.setCid(cid);
-        userClient.setUpdateTime(new Date());
-
-        return saveOrUpdate(userClient);
-    }
-}
\ No newline at end of file
diff --git a/src/main/resources/application-jhy.yml b/src/main/resources/application-jhy.yml
index beeda1b..013902e 100644
--- a/src/main/resources/application-jhy.yml
+++ b/src/main/resources/application-jhy.yml
@@ -1,4 +1,4 @@
-锘�# 椤圭洰鐩稿叧閰嶇疆
+# 椤圭洰鐩稿叧閰嶇疆
 ruoyi:
   # 鍚嶇О
   name: RuoYi
@@ -133,8 +133,7 @@
       enabled: false
   # redis 閰嶇疆
   data:
-#    mongodb:
-#      uri: mongodb://114.132.189.42:9028/chat_memory_db
+
     # redis 閰嶇疆
     redis:
       # 鍦板潃

--
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